{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Implement of \"Single Image Haze Removal Using Dark Channel Prior\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## compute dark channel\n",
    "$$\n",
    "J^{dark}(x)=min_{c\\in{\\{r,g,b\\}}}(min_{y\\in{\\Omega (x)}}(J^c(y)))\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x2521570a630>"
      ]
     },
     "execution_count": 212,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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U5sZ33sjhCzfx8bs+zuc++WXafgc9k1ipLbO2cprRoXHe9/4P0o1cpudm2Vw7x6+8+3186q47SZK3UXDytGpb1GoNTMNmc2OVsZFh2u0+/X4fVcuIopDV1XVkWabrNjAth05rFcPKkcs5rxy3vZheoGAYBpnoo6kGgZwRRQFuP4UoI81ksiwB6ZXfcacpCCWFTEFWJRTZRNBCyAkGKiQJQpFodjtUyxquF7H/0sM8du9xGp2HeOQ7dXI4XHnZbXzroc/z6x88jKLJKJmKFCXEcy5q7KEaCapZodFaQc87zBbHKQ5lKEZE2ozYtmsaSbFRlZDy3CTPPP0ShrTA/37HLxOGMnEikcRTLC6/jFY8yOPfPcLHP/0n/PPn/hFXX2N0dC+jI9dz/Ph32L3rAIm9yVNP30MYeJw9FeAlEaNTBYZHLbz4ApZWZcfoTTg5laHiOFrQQrdgqDJKu75Mt19jfEeJKJDRLItOv4UXtWg2Pda3apRGK1z1xsMoev5VteuH4gh/avXOO6a35TGKJcKgRt526Pcj1lZbqDpYssXk1BiaZLO8uEqusoMHH7iTXfsm6Xd9Rio6pXKJLFbIlxxC4TC/e575i4oUCxrz09OErRqVEZPV02tMbR/lxHOneeDu57j9rdfS83o8/NizHLrkIKqxgmM1GBoZQlJkNCWjkAO30ycWPs3Oy6iZhiTraLJKbb1NpTSBhIJIUgplhdXVOgVDQ5g6WSaRJoJnnzzLT777/cSJhB90keQeqqRBZuNoGUOjNp3OKjl5nMrIPE4+gMwnxcAqJWytJRhZiUQS7NtxMaeOnybnFBkdtfEChTDro2Z9hnMWrl9CM0eoFhJiTIQfIKQ+SeSim6Osr29SHU8w9RHWN7YQIsD3W+TsPJ6X4HkeqVAp5ofxwpBCoYKmV1g4/hylioUnQaPZIU42kDWZsfGLGRm5jNhfIyIlV3QYHprDcqZxW6dJowaSoZGJAEWtkiAwzByryy9y6eHXYdp50ijg+EtPots2m1vn2LPjMF+79y7ecttPcPzoIyQiY8fMblwvYnJsG88f+wKet8K3H/wK49sd4thDVjSyTGG4fAXrZ5ZxYw8tn+f4ygoSo2ybuRJb83lpQUUNBFHQZb3mcfmNP0l1qIzfbxN5PRTFYWJujtddfxinMsT1N72eudlpLjp8OTtmt/G5j/09jqExPbWd29/7M7TqPfxuHy+KaTdbvPDCs5TLYzhODstyWFm5gKxoCBEDAk01cF0fRdEQIkPKZPpuhKp6BJGKbZoIIdi58yC1WgMhUorVPP1+AFmCrMWYmo7nJyiSQiQCskxHlaFcHsUPAiRZMDe3i267T9BtUut0yecKZEHGPV9/CF1NeMttv8jDjzyALmKuOnwbbjemMFLh4J55Or0ufTfGNh2iWOXsicfpbbV5+dQLCCHj+R6xmyFSiVtv+XE+/xdfYvbADo489gyXH7qIOz//d7T984wMTdNqL+NKOo6Zp1CVePHYS1x8aIaou8z83iIrGyco2Abl8m7cXkrOsJmZPcjpk2cZ211AETEZPbIsIE7AdmwuueRGkhBOvrRKqWJw//1fomA5FJQ8phRhGxndbsTm6gbm5CyK6tKqJ8RSh17f53UHDnHvd47y/PNbdMKYwOtwxevf+30f4X8oAvq1+/7bHSPFIe771nc4uPcgF1YuIKSY/fsOoah1wv4GiBhZy3F+aQNw6fQ2qW91GB2qoiQ+YTsk9iNam3Um5hQUTaOxVSc3nBH3moyNlOi0QjQVbMtDNiqYQxDrJQy1yoFLDlLbPEfVLJNEGYaqkEVd3DijG3isrK4zM1EkiSRUIRMnCd2GjsgyFLOEF0t4/jJra310TRB7MaliUrBH0TWF7XsOsXjhLLXaAs1ajeHRMVC6DA/pdPoGvQYoioNhZ9z8huv4/GfvI583KJdGefaZl9gxN0K1bGNbJTz3DLOTFRqNLSJ00qhDHJ2j2fYRqoOsjRD7CxhmSNctk/gyQ6VtCNEgThPy9hTEJq12HVVRUTSBnMpEUYqkaBRLVUyjhKKnSISEfocsq2PnRkEuoBgOzz1zN4YtyGIdWx/DtE00bRivexbLzuF3luh3lxif3k/c7SIpOvnKYaI4IXDbhH6XQkki6EVsrbcxbVhcP4satxkeP8DG6ioHLjpEr+/yptt+ngfu+jRe6DI6sY3xbVeTRQ49sQlRn0gkKJlN0Fb4r39+H7sOvR5r29W88OSTdH1BGIXI6ihzu9/Bc8+u8p8+8jd87R8/w+iEQsUEqbCX4y8cZ2WxzfjsNF23jkSCqebI5w1Mx+BT/8cfc/Ntb+Ps+QUuPXwVmplDVRSatTYTE2VOn19m795drC7VmJgcZWZ6hqGhIVZWVgjCHtdcey2bG5skSUyaRchSgmWVCHwfPwoZGR5mfWMNWVXJlyuYqszK6ll8P0ZTBGkqY+gq3Y6PJstoikrgRcSAIkuoMshaRpbp2LZFtTJOo9lhfvsuzl84zXcfeoxdu3cSBj0uvuIAY+PD1Bt1lpfPs/+S68nClFSVkCQJlALdrRYrCys899SzXHboEk4cPUk3eAlf2SSOGoQ9nYvmb+Cyw69nZXmTnQd34PdTDhw4yN/8ySfYddEsQokQSRfL2IXnb1Gw8ozk97B0fJnh7eMkmUuayPhdFdMJSeJVSuUdPP/0McbHh5iZniAKNiFOkWOZjeYm1eoIUzOX8cUvfgI/aTO3Z5qZmQO8/z2/yH//0mfot2sc2D1M6GesrG2gOYLnj68wNjlFEDUIAx8zzHjTDTdx71NP4Gsmck5BcQSvu/59r82APv3M5+/wgoBKcZSWuwJySpzGVAt5CDYx9CKKqBKToqkCXVHobS6BIhGFOjljCE1LicKQcsVBUyWMXJEwDUjTFEsaxdTKGJpAkgIMq8Lo9BRnF87w7NMvMTQ8AVKGo8v0+w363T6KqtPtSqiGReC6BGlK3qjQ7zXRVB0ki0yWMBxBRoSph7T7Jrbao1ytEqtlgriFrAjSbIpTLx5lYkSQ+FCtFJDkIikJkpyQ+CV0rcqFUy8xt/0gR08cwSkJZqcn8TsB42MWyAlqWmSzvomiW5w8cYErLz9MpTCErhv4YZecYxDHKt3+IoosYxqjJLKBZUZ0uzGOoeEnGbKiEcUZqvbKDigjwTAMLCtPu10nI0JRS2RJyL79B9m7780sLZ0nSdvougqJQqtzhiQOIbW48vAbcIMOcSRTqhZYXlymMmRgyjaoJepdhVz1AMXiNHG4RuiuoOoFGs0FdH0XqeyybdtONhdPcevbf4VSboRm4wVUU0ITGsuLL3P8xBOMjI/y/PPf4bLDb2N0ZJ5773oATY3pen3K+gQ//rMfJtEEkaSjJwnfeeRuPvJnd3HytMstb3s/Q8MKP3bb7ZiWzb985vOMjUVIkcbt7//fGBsfx7IrfP1rX+aWW16PYduoWsYTTx7h+ImjXHzlYZIYFCGoTk4hSRLlQo5Gs02pkMe2Nfodj1K5QK22gZU3qdcbjAyP0Gw2abW6ZFmGJIEi6+imzOjwLK1WDUPP8LyYQr5MGPZIY5mZuVmyTMXzu5iaSpbF6IqKqmogJ0RJRpymCCEDCRkZciZTKY8wPDKMbRcQQvDw/fchSYLiSAUv6GEqEqqqokohmzUXsDlzfImhiSqNzR6tzhanXn6Ow1ddyosvPc+b3347ceqjOXlqW6eQFB1kmVh0ue2Nv87V11zOhfPnUTWNKBMUiwbFEYe5+d106sskWcSVN1zP3/3xJ3j3z/42+fI0h668gjv/4qvsurJIGiRkIkRRCtjqFEHYYfuu/fhRhGPkef7Ik1TGh1BUi0wkuJ5Lkm0iBCRssrJwgbm5S/jSp/6W2HaZnR5hqJiRJiEri138OMCNLU6dvYCVz6ObBtOlAk8/eYxupmHaKVMTI7RqHd7wxg+8NgP6jW/8tzs2602cQkYcBaRZhi5nxO4Gma9iFkt0AsHRk9/C7TYo5iQSXWGr1cINXNRsDEUukeoJmVbg1OISZj7CkHO4XZuIPlvLFkOjNudbK/QSj3rrJGPVWT7w/l9EDdY4dXaN8fERolYD1RBEaUQ/auNHOlHap9/NePlojemRYSQpwfW7aHkZ25pn69wJvEabw9dehmaaiCBAkiK8NEWXh6l3mihRxGTZZnp8AgkV4Ue4bYk4GCWJU/q9Gqaj0Xdr2IWYs2c3gC6WrqIrFrWtLSbmJkiiNpIsGJ/Zy/GXnuXC0ndotJcIAwlHzjEzcxWdrfNotkSER8c7j2VoCGmaTKToVpVe10PIAUJpEsc6WapiWw7tThPbUQCXJAxA6rG5vMT68jqe5xElCWngkYiAkunQ6a8TxwrF4hSNxjqlvIqQKqiawFAz0iwhiQTDEzsIXJckrOFtPkPQ7uFHAZJSwXZGkERGEks4tsraxjLtXsbp44+zsriEquvcf+9nqBRUMqBU3M/45A6mpvdw4JJrUZUiob/OwYvfxjWvfxO/9f7b+PrX/5RHj3wBP+7y9tt+hUNXXI5uWYwMjfBn/9fP8MQj9/CfP/L3nHz4Xpyqwf5rfww30Hji0Qe59fa3EgUxKdBs9jnz3FFOP/tVvvf4g8xdfAmyXEQVEaZmsba5Qa22ThTHtFpt4iRGVgTNZo1ep4OTK4IQ5ByHTqdFliWkaYKiyEQhuG6XXq9NhsBxTFw3JM08er0OvtvBNi0arQ5JHKLoDobloOgWvW4X30sIgwghZZBqJEkKQkIIlSuuuJq/+qu/Zvv2bbR7HUxHp9NaQYgUWdaQNYFAMDe/jcVzZxGGYCQ/RLvbI4sV5ucn+O7jn0fSm/hdGJudYWOrhSIKdPvnUaSUNMwwpAmMQkK90UJKBa2tFhuNFpoWEXgNxofnWFna5MSxIyycafMT73kLy4tdnnv2UW697XpOnj0Pkk+xMMbGekSxejEL55dZXVpEsw0+98lPctkV11IdhjSRKVjDCDMkihN6Xouor7G80OAjH/0n7r/vkyiWytyEjingwoUt/Ehw1Y2vpxY3yFfzaIqgt97gqgO7OHmuSZjl0LQhJNtFNANufusvfd8B/aH4Ib1hjWDZKm7PQ1MUcpqOU5CIJIu5fQcIxDpGbpVyxUYrwvlTL5J6fSqyxJBlUChU6IUxQtNYXqtRzE1StMvkLJlt8zaWEzBxqMFSu0WQ2vR7PiQx/e4qv/b+32W5dwpdz/iXz30TySmAnCeWBdXJApY+TNovEvZGOXzL5XSCLp1GyOT4PAsLCyxtPEKn22Brq0vodZCFymY/xU0SDDsgVVcxLYnp7Xn6gU/oeWytbeKFHVRLQbUS8nkHXW1QrsSYZopXCxkvTNPaTCALaLdDdCVHuThBu9kiy1yWFh6g5y5gaSqqsEm8El4wytb6Scx8BVtXUYkZKzsUHIWtrSWCLKO+VcMyTAzJxtaHMUyZYsEmTjwMQyOfL7K4WEPRIsIoQ5UdUtFgbGaenG1gmgVEKlC1KpY+jpJa9Dt1TLWI69aJYpdSYSfI28jUHRi5vaSJgKyJriekiYRqumhyyuz0LoQUIUkyzfYqfqSQy80SBU3u/9fn2H3gFmRZ5eDFe0GWEHGekeFZKuUR2u0OQorZvvsKrr/l17nxre+l1/FQSwlaQSJJJYQZ8szRu+l6IadePMmJk+eR2vMYrkRpuIRqTCBJEmePHsPOKVxz/dWoskaj1cIPQtx+yI23vpXF030yX0CYMTkzzMbGJpkkGK4MY9s23XYbVdXIshQJCUloCCkhCHzyjoPrBUgIbDNDllTSREJRJYrFMjfd+EayzCTwQjRVxlBNDDOHqhrEqYxhaliWiaHIdBp14sinXBlCkmQURSFNgbTHxvoiidfmyJMP861v383uPXOsrZ0mSfoYuo6qljl96kXCJEAkMbaq84nf/31OP3sEVUqR1ZCFteNkco0jz/wLdl7FNGXu/Mw/UXRMVCExNlwmDDI6LYkrD3+AU2cf4MmnHkaYIb24h6SmFBwBAXznkXvBqHD9dW/n1ts/wJUXX8+f/NGfs1n/DhddMsPRMw+TH9fYd/AG7v7i46wuN/nsx/4BQ43ZvU/DVi/w9p++lsqQQX3VZ37XDvZfcpjWpkvguSixSb5kcPl1B/mZd16HOyHTAAAgAElEQVTD6XNruB2PlfU6lu4QejEvHz/HY88+yTOPXiCsC7IsYHxiiDSL0SsJiuaz0VzkzNFlRufUV9WuH4od6Dcf/NM7Dh04SLcVomsZtuUgJzK1rQ0C30ckFueXlpDQUX3BgUsvYmuzjpzpGDkJz9cwDRPbMBDZMJG0SaPdRlLh3Kk6uq1g2zFCiWi3V7GVaTLFBSFYXHDptBKuuHKGiy4bx20s0u6nGM4wnpewfC7ANHfxnvd9iAfvv59iZZyZPUXOLr6MqmikSUJuKEfOMLCrE/S8kE6zwvjkDKtLC6iyQeDnqZRiTLOA2woxizJW0UJRoL7epVAqYFgmGTJhGKNpNtPzowi1TxgJFL1EqZrj9InTDE/O0Wgs4/suQopxHIeh8naKlRKWI+OHPvliibTfA3QUVcfrJ5j2HFEcoqgShVyJlBb1Vkgmx7hdjzROiZOEMGxjmRo5u0S7HVAplpBUmXZjmTis40eCLEmxC2M45iiVaoFE6FRKFTq9DTTFxrJ0okwghEMUu/huhiQkwlTQb20hESKUHpvrS+jODCMjw/T7PrnSKKsrp6gUHK684Q0Enk+xOo/vZpx44WV+4bf+KyeOPsv03steeR0BI+OTPP/0MQ5evAtTNvnsnXeS0yIUQyVsRShxj6/d9Qne+uMfolzMc81Nt3DpdbeRpQq7r7qV5SeewtmxA9+TmJgc48nHniCK2nSabc6fO0mns85lN7+Bz37yb7j6ltvwuj0812Pb9hnazS69ThvP7xKFPrpmvrJTjyLSNKZQKHPhwml6vRZDwyN02j4pIUKkCDRcr83qyhJpFhP3aoRBG9ux6fUiHFun7wZADBkIAW6Y4nkuO3buo1DM02w1adYbqIbMxPgMqZSx56J9dFp9RkbHOXf2HE7eotfq4PkhqmzgFA0sO6PV6bHr0sPY4+PYVhHLdkgDk5XlxzGsEE23IRP83M9+kMcefQzHtjl18hhB2Kbf73H1VW/j5eOP0u2f4/ypY7zwvceRjSFmRie4/4Gv81M/++sU83kafQ9Vz/GmW68jSM/Qa/eJXI+FpTU0A+qbG2y7aIRKOcc1119J6tWQpQhF0un2M2zL4rnnHsHrrvHEsWdodxK8us7k8E6cqo7XzjE0rKAaIZ2Oy9JKm/LsxTTWEraPT1DrRWjVhKmJUSbnplmvb/HSyiZJFpGImLGCiglUShKHr/vl1+YR/qFvfeqO1fV1Cs4YjfY6i0srdNd6dLdCXnfzdWxu1SiNmKiqTNpySZUUr9fAthw6LQ+7qiEkFUUHL9oky3oEXkKShuRLeUpFk1qtScGRkVCZn9yLke/RqIc8/2iN3/rtG/CCmLjXpd8JOHdqEdWUkTWTi7fvZn5biXMLJxgeGeHoseM06pukcobbDTAtBZIU2dR53RW3stWICNKMME6wLRlFGkPPVtA1DVXSCBUFoZRBSpHlkI6fJ8jqhN0auq4gpQW2Gg2efOYZoljmuqtv5vlnXsQqOIyPVTl18iROLk9js4mig6JKIKpIUkqUpAgiTE0iDCM8L0AyfDQd1tZ8NEMjDATdTpee7yIrCq22h2GZ1JttquUSZr5AlGYUdQXL0OkHvPJ5qVwmTGqoioFm5sgyGTcKsLQSJDFJotCsb2CYYwSxg+CVK7qiFVE0GSGl5HMlDHuGfqeLpQcIaRjFLKOIhDTo8Nzzz/HUt7/C7M6LSeKE8fF5hoYdogQkYbK58TgjwxN87uN/wL5Lb2J0dC933fVpfuzd76bnhnhhypGH7sF2KnTXdN765vcSx0skWcpNt7ybXs9D1lR6vYg4hThN2XfDrdz1j59mzxXXcOLkGbqtBpIqk8uVMHSHUjVHHIRUhoqUR6bwXJ98oYjvd0iSlCRNkJDxvBBVAzKJ0fEx2q1Nzp4/w8z0NmRZIMkZkizjuSFpkpKmfdLIxe8nSHKPMPZxHJ00CcmymDTLIIuJQwlFVhGKQFYycnYZgUS31sHtdVE0sDSbrY1NZKnHQ9/6J6J4g6HhGTTNwPcCNFnQj2JKFZWHvv5len6H8dF5+v2MC2fOkRuxkZKMZqdBqVih390ExaXVa1MtH+SrX7ybiYtmmZvaR9BLeee7fo3aRhvf6+O6WyiyjmVJ9Ooh+XKVlaVz5AtD6EaR48++SBq1uO+ee3C7KU7RI18ZY/mFdeScoO/6yCLBtEDLBTS2GgwNDZEGglJ5jG5zgdFRG9vRcIVP6Opce/WtnD75EkFQR9Fb1BpbXHn5tcR4bDZaLK+dZ2jHCFe9/p1888H7mRwdp9UP6dVD1i608IMArxdStCysJCCNPfZdtId9h376tRnQe+/7uzvcsMPCeo0wdJmYKSPbBWRdRvQClrdq7N6zi+5qHymTiWMJS1HoBz75qTL1+gbFoQoFR0WV+yhehmPrhEmBwAtRnB6SrAEKtc0OkhbQbsG5423e/u4dnDm3Tt6IyTyFVqOHkU/JyTK5oQnai5uMV4dRRcjaZp80bRKETXQrIWekhKGC4ajgq3Q2T+Njo2kqvd4WcaQRBF0KpWFiz8MNDMJogsCNUZ0KMTa6mqDiokk6ljGEIutsBstMTg7jCAun5KDoOoGf0KgvMzI6iSIp7Np1MWlfpWBNIpk5DNNBUgyK1gzNdh9kF2IXRA7DilAUhX4oE/gxhZxMpx0DMqR9SoVRer02Q9UqlXKF1c11wlhmYWkdoUq4bhvTtEkxkUSGbuVfeYP7CVkWYOdVut11NEcmn99BFGwgJIGuO2S8snsik5CEA4qFWRml2U1xitNARLPWY2bHfgxD401v/wVIVBIkor6LF8b02h3Ovfg0T337fp48di+RDY9+48tce9t13P2Z3+bM+fs5/+LTfO+5c/zBH/8ljzz6An7U5Xc+/IccuuJ2rrv2HXzo/W/m8qvehCI7xFFMHKX0ek0QRQISojTj+PNP85af/CmkJGZ9dQFZkokDlanxCbotD8VUkdEIegvc96U/J4pi5nddgu+F6JaE7/n4nRVWF8+TIEjjHr6/QRwEyIpFGmf4/XV8v0On3UJTcySpj1Uo4/abSCLFCxSyxESIFEmGJO2RcwzSMESgYugJSyurqKbO8PAwq0trxCJCli1OHv8WuuiSaQFJHGAbkxQLRXqRy4Nf/Syd/rNM7t/H7LbLGSsVOXv+JKnWZGXhSYbHZ/AbAiSNIN0i9DwO7L2BE6cfwC4Iun6d6Zk9jEwO02q0IVO5cGGDSy+/mbCzRpYUeNOPfQAlTZieuxQviHnqke9y8VUHOXn6NIdvuJZ/+POPU5mYQu5o3PyO93HkkQdRrZhEBESRROwp6E6Z0DPIV2dx8kME7RaKbhH6fVTVYmhkgvPnv8e2bXvxeuv4TY9CxcL1fOqNFqamEkcwXdmFjKCzmSEbJVbW+tS2GsxvG2KkOomkBoxrPiL1UZCpDpkcuPI1+i38Pff9wx3NThNdsSgNZUQupEqMbuh0+zKHLt3Bvffdw1DF5Ohz56hM23R7Lj03Iw4F5bxOEvdJpTphCJaawxIKWAH1VoswSej1u3h+glMQCMniK596mve97zo8L+TUuRWUno8iNPKlHEJWGN+2m3NLC8i4jFYnsHM2m40XkelQLFgg6cSEWI6GkhpsNRPWll2qo2Wi1KXbCXByI6xtvEwSO3R7OoY+jBu06Xge5bJCY8MjDSMsLSWWJDbbTUJVxVEVLDVBUXN4W13S0GB++37iRCaV+kRRG1UOufTAYY6fOcXszBhnvreGqcTYpk+1YBOFLUChZOUIM431TfADDc2EOFAolIvohoWhFfCTkLHhCnGS0e67tOptXPeVWw0lOUNVXrkLJw1C7JxB4IXkciNIsoopp2RSSqu+Qjk3g+/V0fUCSdB95RP2LAAihKJiWzpJ0gUgn9+GJOeoVsdAVigWhqhUJ1k8exRJt1CEhGwknDn5Xe7+739EaWaG1doyVjklF2rITkKvf544gbBTJRMKt7zx/cimxY0338LqwkscO/IZvvvIo+w+eCOXXnYjhdFRNjdqZDJUqxZPP/wISRYyPTtBu9VAViIsp0i71cLQ85xfepr9l72BB++9n6HZSeamZzl/5gSJrHLZ1W+hvbGEG/eQZQPf77C8fJpM1qiOTNLrtxgZm8L3ZVTNIAja+N06qawiS4JcoUS/X0eSLTQkElziBCxTJ0v7REmMpkoIJOIkQ1FMwjRBt2y+8qWP0em8yNI5n0KxSEYMmYxhpyB5KJLDxOgBcsU85xaXCesNpncfYHbbYZ5+4m7WF4/zzLHHueraG9FFiY2N79FsbDA7P8JwRaNklXBdwcrZVTpeB01PMRSNHdvncTsGjc0tZEUi9VPsooZTmmTHrkPUN2vUaxeQpBxbjU3KQ0OILEaIMoZIWT2zxchewU033c5dX7iL//XDf8iR5x+l1+uxeSaiXWuxa8dVVPPTKJpM6DXJ52BhaZWcnccp2chxl1Y/Yu3CElp+CMWQaDbahJ0+RB5JnPK/fPTvyeIxuo0WreAYHX8R08xQ9Qq5kkynVUfvucyOaERhhqRKkGVcedOvvDa/RKq169hKDqeqo9kqkhxhmxqyElPMl3jmyUVGq7NkTsihG/bhioRQV/D9MrJSwu9ojBT20NzKqPeatP0WQdhASiM8z6PbzjAVA1XOg0gYGRvlgx98D7UeyCZcfvEsiqyRyxXI5BCQqPU2kaWUjtchIkGSBfV2gzCO6PfamJpEEjoUjCKqlaLQZ3gShNSk34mYHB+h2TqFbiZoRkh+pEovauPoCqHv02oE+KmPYpr0Eo31zRpe7BJFbcLQIRMFZNdFzecoDaUsH38IKejgNlxMI0+jGfDwk/cgyzKH9h9k++4SATa1jZD1jRU0RcbWbGIZ1jag3UqRhYQuTFRFIgvB932izEchw4tChKzSajXQDQtdEpi6RiK9ss712oSig5tmbGyssbl1nL67QCxn9CMDMzeMZBgYzgxBIlGs5EkzEEoFJJ0sMfHDCMeZxPciNE3jwuJxuv0+OafM6TPHaTY2KQ3NkiYJKRGViW08cN8/I/IhK8vfQdNrmLLCFTf/PFp+ilOnziBnPn1vk/HJGQI5Ik1TZJHxSx/8XQxsOq0mumVh5IaQhEahkvCFv/1lvnv/l5jZu5Nts3NUhqe4+84/5Jnnv8i/fvEPKBRULDtkc+VevnL3h0ikDlnkU2v2OHnuFCKT2KzV6KUZQsrR6dUJw4ixiZ3kcxUMUyMTCr1+i4yYIIrYWHNR7DKqYiLrBYSkky9MUh0qE8saWSqIo4h2u40fuSg69P0uIovxgx5CTpBVBUVRmJwcB5Hxq7/xG/S9ACEbCCnkhWefJ2fvwnZmueaGd/Pi04+jasvsO3gQWfw/1L1nnyXpWad5PfGEjzj+nPSVlVVZvqp9tTcqdUvqbnmkQUIIhICdYTAjWH7ssru41s4gZmDwDNIPRgMCCQkEEi2DHN2tttWm2lR1lzfp3ck8eXx4sy9SX2D21fRXiBdX3HHH/3/dAk2ArgqSdIjrOHz1i3+HVDTCpovpVrk6f54XX7hEz0/Zd8NR9h6doVzVsCwNAfzBf/kMKD6G7SBFytFjM8zMTKMKl16/z3CYUizNEicJI7UqRddhaWmJZNDmXe9+mF/+jV/hx3/0P/Dp3/tDjt18iP4QyoUq8TCnXClw860HAJ1+1CcIE8Z2TXLpcov73/0TWNWDaKKMYhjoagm3XKHdW2Kls4xhl4hSk+4gZvbwET71f/08lYbNc08+TSTBKroUikUMxSRLchJSUmAY5CiGhqrlJFHy/4td/0tMoJ/9wicfqY9IdE3Q7+YMBwJVSrI8o1yu8P73fYTNjTZh2Of8uVUOH24QRAM2V2O215vsO3wIT2yxtrBOb6UPTkSuGJw/t05xtICOiabuLNOzMOepb1ygMlEh8HyWLqxQGzfIpElHRgjVRXF1XKfOM8+eYqLuMFndQ6HkMmRIEgdUqmOYio5u1cixKeugKQojtSLdLR9vsIUy2GCirlJr7OfypYCJRp3NzhZRHmNrBnv3HECzc7xeQq6GlKoKfa+FH3RwrBJS1LFNDcdRuXT5IpV6lUCWMO0yidcjiTNqlVEajToLK+ssrHYQSgvLNpBKQqGg0htCLEsYqs7Y6BhxlKBISS4VVF3F9338MAIEURAShQE5KbGfoBV1iqUKOgqKFGSKzVhjnNWVRWzbQkgFkalkIifw29TL4/hBh2CwiipDojAnE2WSqA1oCEVDkhOlQ3wvwy3bhMEWE5O7iBOoVsexTIc4DkiznEp9gqe//VesN88gyTFNC6dQJA0sFL9AUQVMDT8XmHZCOuzQqNzI6OgUiqqQpTrPPvE4jdEJZg8dJ0lCMj9i4fISql1gef55FK1BruoYwmd54Xn63ZAf/8lfZrsv+Pxf/h5GZYtrF67wox/7JAtzC0hlJy+rmxoKNtX6KIHnE0cDsjwjjDYIgwjDKLLZXIYkY22tiaGC6+r4QZ8w8VGlihAgFIU0lYRhE5FBlqkkaYYqd2JJUhEoKFiOJMkMdN0hjgRKohJGm+zafSNz88uoKmiqwujEfhS1TBxZ2GaR6vgBTj/7RY7ceD+b2zvRscUrF9BEhm4oHL3xVmy3yMGjt3P19IsYqqQxMkqarXP29WfYai2iqKCJcY5e9wDvfceH+c6/fI09+w6SRRlHDs7ywvOvsu/ALDnQ7w6II1hamadSsdFUlYnRBk5Z5+SLL3H7XXfxyd/8bX7mE79IbaRAlsR865//hVvvfIiDB65ndblFlHp0V1vU63WqI2OMjIyystxk/54Gm9tzqHrOQ/f/BM8+8a8ocUBzuU2xrHPo6CyGnaNKjfve8SG0xOGNyy9RqiS0m30Mo0Q41Mn1NmXLYveMy1ipiiITFCWjH4a85aFffHN+wn/5C3/yiGFIFAlxBpqQ3HLzXbRam5TLOllYoNfNcIoSTSnT6W+h6QqbzZjRsSrRMEOaG8jIxHFMrjtyD1Ir0UuaRFFMkiaEw4w9szW+9w8X+PjP/ghLK5fxg4g0MdEVUA2DjeUmtZpDGkquzV1lz74JXFkjzXzK1Qbnr7xCqoWUzTo5Kp2upFGdoFofJQlaZBrkaY7u1shEznqrTc/bRtESPM/DsQx0WSLwB6yttmit9+l2BhSLDt1BD80MiTyV4XBApVgnSCWuFbE632ZycpJuT8O2ixQdg9D3qNRK5PQZDNtYRh2Zl3AKBsuLq8zOjqOadbxBhyiPEEqCUEyarXX6/QRpQpKkVAslhoMB0lCJ/RjdNDAtg8DzSJMUVeQMukNs06bX3aJUcEnTIYZpMeiFKChEaUC3H6GrGkmWEedDdNVCVSz67Ss4lkTRTKRQiRIFx3VRyDn9/N9x5fwz3HXvu4nChMGwhxA5UlFJUp9vPfpnFBs2tltAScAtmhRtl/f88G+ysrXFM0+8zGijSM2tosSjvPdDH8e2dIIoJs/gxDseZtfu6xh6IaOjDVTTJIwEkedz8/UPcfyOO5CKA7nk9nse5M4TH+fsG9dYXTrD3LU3cEoBmq5iqGNoqs5tt92LEDC9e4put00YeaR5ALlAkxZSsRgbn6DT2YQsJMxSDhw8TGt7A0Wk6JqGKmKSZLiz2shSur1tgsAniTMKBZc0iZGaJEpyEAmqpkICQjGQ0uDgkSOcevYx1jfm+OAPf4IsydlqbZKLBF1XSGKBqmvouoA84uDBA1iOytzVRZIoQFo5edSh2phkZvch9Fyl01pmq3mW8xeuMTW9H03xGcZtdE0nzTI++tFP0N+K6PotNi5tMHvTQYh03LrL1MQuFpc3sHSHNNEYRF2mp/aCzCkUCpTLZfwAdu0epVi00WwBuUqaBLQ2epw7/TpWtUISK2yuLzI/f42733IvUarz6nOnmJxuYOgqzdYaXrdPd9Dl2ZNPcuuJt4BaQLciarUSpmVz+PAJ7n/bv2Px/BJPPPM9bjp+CwvXlkDGhH6Mog5xjYS6lrJvT5neZgsv8shihUSR3PfgL7w5AToMTj3S668hkiLbrU0mJhzOn1/GNCusri7Taq2ya3aE5vIVqo6LKmM62xFj0ya1qknXj+j3myi6jRcOGBmvcOHi69RqNqVCia4X0m0pnHt2lQfedxdLq5dobnYwVJuZ2RkajRH8QHDmlXma630mR+tMTM/wpc88zQPvu5tuFLLVXWFza4tSvYSpSibHZ2mGVwjFKoPtVRRRYK27jdBTWoNVNDsmkQqFSomxsWlklpJJndbmALdQY3K3g2nZOKUcqSQY5jjd3joJMbWyjaLZ5JnAUg0KVo5dLICI2Vzs0u1HSEXwyve/gdf3KZSqpDmgxCRJiqoG3H7kbsK4y/bmGrop0LQqBTuhVKqhiIxa0UWVkiQecsPNt7C6ukIuFKQ0SJIAhEKea4S+T7VRQWiCcsGh0+lg2A4iEdhFCzSNNM4oWQU0S0dRJ3DtMmki6fc2sQoSRTXJo4hc7WHoZaSqkcVD1uZeoOAoXDx7lfr4fobDAeVyHSkF260Wq8sLXJ6/QLGqYpoGKSnvec9vk4Y5n/7Tz/Lbf/A/uOe+D/O1f/wSP/0rv0+9WEAo4PsJuSZpr/cIw4D6yAh5njPo9yhViuyamaFULTIcRPRCH2lKkjDn3OlTLC81uTL3ApXKOvXyO2hUrsdxJym4DSw75B8+9wh2uUhj/Ai9zgZJlFCqjDDsbSJVnU67i2GU6PZ7jI6M0u930fUympqTJBFJJncmzCRD6irDYcTuib3EcUKcRMRxgqZpxElEmkIcRuiGhRApKCrlUo1idYS3v+tHWV7YQGqwtdlECIUkDlFlhq4KENBtNzl87B7+4tN/wNSeA3T9eaYmD3D8trczO3sEvysIU5ULrz2FrmuM7tqPqo+zsHAF3RRkqYLXH7J7+lY63QGGblEaL/Knn/x9jp84ThpJLl6ao1QsMjd/hXq5iKYIEDHFYpE0TogjCKIecST44//8G6iGQdEdJRgOQVV447U3GJ9q4PtL6G6P/bvv4Mknn2R8chd79k8wd+0N4ihCigi33GD+8hUSrUentcjG5hJxHpNkEd//7hvsOXCcc2fOY1csXnvlMaplA69rMIwWMIycPBmiDfuYgKWqRFFKlMQI08a0cm4/8XNvToD+zv/7i4+MT+xifWuLcl3FsXQMRXLjzbez1WyS47O1soxmqfh+iDAiFKljOwU63Yio3aDRKJJEPqWyy+b6IsWig1R0+r0cQ2hU6qPUjQp5YRWpw0a3zfiUgkYJP9hA6im6kXD/Q/dy6oXzrMwF3HzrBNKQ5CIms0yiYYJhFBn2ehRdjemZPYSehxJrJHrM6vISqqHgR5LRxhiqzDCxQGaM1adYXHqB0XqD4XDA4urT+NEmZadBrxOiGQlpHuL3trCtKmHXZuFKQL/fp1K0iYTK9OQIr5x5nfHdE3QH29x6z36ayyvU6lOkJFhGjmlpKBg8ffIVTEOhXCkSRymBp2AYGWGiUy6MEKYJcZKQJTrdrTaVxgTeMCIH4iTGkBLTNPA9jziX9NoDBIJKbZL+oE2cZfhdjywJUFQVVfNI4ghJTpqZmJqCagosR+XVl56kXFNRhEqSpqiygCkHtJsXMSwTv99j39H70XWLOI7p93sAvP+DH2P+8ms4LqyvdVlZ8Jk9fAdP/Os3+d0/+XNGGi7LF88wDC6ycmWRrX5Oc32FSn0CR1NJMo9CfQSZCTJSdF0nz3KeefoxZvYdIUxCzr96iq2VJQ4eOkZzq8Vtd9+NpWk0m8+z0TrLB3/sM3i9DTTV5Mtf/E/USiaqNUN3s0l32EFKhWpxBKdQwgtCZmcPMD93hYnxMQZDD00zaG4uMD56EMctEwYRXhCCkhMFfQqOS8/r0B+G5HmCkIIkSjANDamAIhUUqSAUQRqHlCsV2t0OSmawd/8+shwuXbiKkDGIFFBRNI0k86nVG6RZhF2YZP7SC6w3T3Ltyqu8eOrb3Hr8Xnr9EENLue2uW3jjzCUyVcW26mi6Sex36XQHfPwn/k88DwbdAUKk6JrK/e96iN/4pU/y8f/wMb71ta+ye/owm5tbaIZOSorlqih5jGFZCJlRK0zw2U//EeV6lSiI2H/sRiCjt77Cs88+TX3MJc5ConSANCOunFlm7/4RLr32EiO791A1JYgewTCgudimUNBwHIvN9R6W62JJg8mJA9x0/a1UCw7f/vZ/JxM9ItHj+psOsTA3oFywyYRCf2ONG47MsrGwQqwkTIxN0uqaWOWUW+/+n28i/S8B0GuXXnmk0w1I5BbrSwNKhkl9tIyejdPstrnr+Ptw7CqD4TbNzgauU+TalQ303IVMsLx6BVUm5FlOxTHAKNHv9+n1h+hZQBgL2ldTZo46tLZ8vKTHHUdvpd8NGR8d4drKIkGQUcRlbmWLb379DP/5kz+Fl6yTxT6uqzJoB0hDIVcypExIEsFUeR9b6+ukWUqr18bWHKIgobXVAiRKkhDHGXmWEoUBxZKKqvg0N9q4VgNTy0GUSdKEOFli9/QIqqFj6Ba2VeaGm44i7QBFKeLFPnGUYBkeYdghzTbJ8iKN0RpRlqAIgWbVSb2cUGT4scrkrgbt9RZGsYSi2/gDD6dgE/g57U6TPNexTJ2tdpder02SJJiKRSZSMgF+PyQRMVkWI2SOaRaRQuDaJZLAJ4ghjQUFxyHJIEoT8lyQZ9skKBRMh6uXnkNqsL5yjd5wjrGJ42T+gCcf+wqOnmK6FaReoTFxhDxTSdIupeIocdKj1ihSr+3ihWcfp9pwGB05wuWza5RLPpvzL/GZP/8d3v1DP80LT3+Nn/zp3+T7X/0KL596lcJIlanJCVJ0LEOiqBl5kmGYGmme4XkBI40xNNXg6pUL3HnfW8lyQWNkDN8LKblVXnvta2RaypkX/oqbbv4I165eII98rsyt8K73/yRPP/1lNtZeZtDvsG/2FpYWLqGoMe2tNVTVwPd9Bv0BQpHyEjEAACAASURBVIFdk7MYpkl/0EcKnSQJiGJQVYM895GyyuzsQXr9AYpUUKVDnuskaY5u6CRRjq4bjE5M8fSTj+MWHBy3gFQ1nn7qO1iaSxR4KEoGeUYuII8UssxjGAwZ9NvMXz1DmPtIEaCaFk8+9l2O3XAzg14PP0o5ePBmotAizCO0TMGyetglCymnUEWOP/TIsxSRZMRKyt1vuY8vfubz5DJCNS2OHZvl1AuniMIeEyMzFKtlTp38EtfffDtf/Ms/Qq9ZnHjgQT7/6c9z8227KZRnOPfKkywtLvLOD97HPbfcDkqF4aDJ7gMuV95YoT65l1sOHWN59Sx2wQBqjO6a5dVzL/Lud32QINL54Ds/weLKafpBm7Xleb772JdB23kOJSejudpCkBH4KtNlSa1iM14ooDgZUlN4/sUNnj23wdySz0c/9r+/OQF66dKzj4ztmuLahXMgNKyCRpZL1lYXuLJ8hZPPfB+9ILi8fIU0USg6NeqNUdqLPexKmVT2KRaq6EaKzASIScK4jePmZLFOpVrjwRO3YbgumZbQ2epiWSElS7LRGVCfLDNst9g9U+XvPneSw3umyd2UXnOIokXksYEiU7I8RaQ+9cI4fiaw9BRpukyN14kTn1qlxuFDh2g2uzhaxEhtlEZ9hPWVdbI0xXY1HKNAljqgm4xPHGNzs0WawOgoxP2MQqHM2to6ulqj3x9gaAWkPiTLJIPOgDAeoBuCKBYIMUHB8SGTROh40Y6D1B8a6IaJ49rEQtDphTQKNlnaIU0zogj8JMCPU3TDolRyyRKNOA5xSia6auDFPqauoakqMlcQSo6jFdFNSd+LUKWGaQqmJidANQj8Abkak/g5qYjJMp+UhMW5i9SKZaYP3UHQ26ZeP0IcDrj97ge58NqrqEqEW92L4Yyh6wqqaPH0U3/LZmeNv/n0p3jXB36WY9e/k9WVU1w4tcRv/fYfcMPR63nm5D8QRW3+/otf5NDhG7n+3of5P3763/Opv/xvVIrj5JqCrulEUQJJTpTktDdb1Eo2uyYn8OOElflr3HL8OEkqyLIURdnR4yqqysknvkKu9ygWTMZHZ+kPdcam9vDWt/0wRdfiyW99mbWNDW644T4uX/o+vfZrzM4exbAqKGpKrTaNqgtELthcW6Oz3cKwTTZbG5TKJfI8Q6oBQaBgWhZSqkRxiJTajmE+S0iTAFM3gB3jUruzipAmWZ4jpYJj1jh0+Ab2H9zH/NXLxHlCjiDNcnKhUirYBN42QWjhFhT63jxCqsR+jlrUeeLbL3P3HXdRcCzCyKOz7TH0OtiOS6+7SaMxjRQ5unQJwmhnH2wVmL8yR71W544Tb+Ufv/hPIIYcOTrN5OQkU1M1Mpq89sr3ef31S2wtXcaslfmhD3ycy+eusN5c4uCRURaWXqNRGefUydMcumk3Zq6ztOYjFB9Fybn+phOcO3Oaozcd5cLpq+iWxdTUHVRdi632PD0v4KbrH+byuQtcXXgV21a5eOYqew9MkcU5SIh9gVOK0ISCU06pRBEHJsbwvAGxyKlZFR79+iKxJqnUC3z4R37+zQnQz/zN//PIlcsX2F73effDD7O12UHKhEJdx1DruHWNPPZorXpM7q6xdKnJkSNl9s2UOHNug2I5I/F72AULzxcIEaBrIUko0bUSud6n2+sShCEiqyJFiCUddFXj0sociuqT6SXOnOtCss3dD11Pe3sHINMHjtJv9xCqRpxIhLDQlIzlawuoZZXNwSrr3iLbq1tkCnidFr1eiWNH9lDQxlla2aJcahCFbXTVJY1SknQNw8zpDyJM1yJNXeplQWc7xNI0/CzH1ffgRx5JrNLvAkZOFq+ioaKoOogJVMUiNyuIBBLG0WUdRWrEcUBv0CZJTIJhiponOJYkiCWFikuzuU21bEGqk5ET9SOEElCp2DRbQ/bu30tnq4vMNYQm6HY9zKIOSoZpFcmUDAVnZ4Wy7eMNUyzNQKQWo6MzKDnUK6MookKnt00qu3RXF4ninNHxQ5ilEeLEYt91N1EeO0J9fB+GYbK2tsgrT30Bz2uysniaxvgYiiL45r98l7Ixwnt/9BMIqeHnGqefeR7DDZhs6Ch+TqM2wa/8p0+xvLBFGIeoOZimTZpGRFlEvWSxur7OZnNAqeKSZiqWVUAokjT5QdhfCMI0or29ydzVN0hjH82AN85fYHb2FkRuESdDfM/j3gc+xMSeO8ijJTaWXmM4DBj0WkxM30yWGiSpT7fbw7Q0KtURCpUqcZRimg7t1ha2rZEkOSOj+3EtF0UxSOIQyzYJwoA0TYnjHMEQyBlECQtzl5mc2EPBLbG+usXkzF6a66sIReH82Td22kpZTC5ywt4louEWiqyTpSFxZDLsdEhlB0HMB97zb7nlhjvBiEmwMKRge9tDVR2iCOqjU9ilIq5ZwrIter2cNAkxXZ0jhw+w3R7ypS//M6KX8WO/8GFE5tKoV7h2aYV+f4vt/lVIQwZBwv0P/xj+UMe2VT72kV/g8e/9M8WKJFd6NBcienEb4Vcwq6NkcUyWKPzD336b93/4fawvLLHZ6/G2d72HP/3j3+Xa2kkKoyb33fleHnvqc9QrFaKoie0OsRwD242Jg4BcxMxMj+AnIWkQk8UJlXIFU2bESYKUOkvLPcqHqkyM7aJUy3no4X/75gTol77y+4+MT0zQ30pZ7VwjTzOmJyYYRH0q9i6226vkCkhNUK4b6MWMrY2Yw1M1RnbtYrvdp1ZxsdBIkgC3ojDomkgyvvLXr3PDnbOUnAZ+AmGS04syQt/ELowxtXeW/nAdR5vg1aeWeeC9B4mSHqN1A7PEjq8xUjCdBFVITp++yPHrjxHlEIYZit5DiISiU8fSi8zuvY7ETzFUByzJxO49rK2sU9QdCgVJlAUUSy6aoqI6PrE3hhQJUslpjOQYpRHCKEPTLQytShh6CKFDqmO6RZKwg6bXGJueZmt9QNmxyTVJGErSJMY0LOJAUi9PkaYdHCvBD0Mmxuu02h5xqqGoOoqiYhomSIVMjxn0IgzNJhqIHfFuFiPYmWiEoqIqEik00szD0XcjyMnSAVJJUVWBokKp3CCNU1rdFoZRJkx6GJpBZ3WdG29/O06hgeOMIbKMSrHK2srVnWNhgy4rK+fZc+BmzrzyHao1l9hLkUUYNtf5tV//XRRZwTAd8izDNAzKo7Osrr6GEBKneJj9N95PEGjYroWhWxTLJYbDAWEYkSY5Tz31FMdvvxUpBnz2z36FW+94gNwy0XPIRUqeKfheyLDfxTAsDu07yKWrz6EgueHYQzj2JKoU9HtdHLfCcBDw9a98inb/VQa9kPHddTxPZXrvdWSpwLGLDAYDdENHCkEU+ggJSZJRr4/Sb/dQFRWnYFMu12i3m0RRQKlcYjj0SJKEPM+xjIhSdYJTL3yTm267lTSHI4duZffsUdaXFxkdHWVlrcn83DVKhR1jVdjv0F7bpJ8UEaaKPxQkssfuvTcwaK1gC51/+qdHmT00y+nT30M1q5SKBba2O5CnOAWNKMzQVJ3QizB0jeeffpmNrUU2Frc5csMBsiRm1NZ5+wffz9LSGWy7xOnT57jhxlnKpSla7S0G/QDDMiBQaK++hOLOEHQ6PPbEd9h/oEwQWIwVj9LsrWNqYyi6SuytY7rTvPfB9zC+ZwaRprz1/rfQ3GxRL0+wvP46M417OHfhMY4efD9jIwX63SW8QZ+wH5HLDGnY6LZC1XWIfUmcpCSZyuunrnHD8f0M2k1cq4avwaafoLkx3gDe/Z43KUC/8Z0/fsS0JHZFsHS+z+iuCr3FkLhb5Y3TczRmIEty9u8Z5Zv/eJZaowC2YO5aF821ufzyHLsOjqMqkn0zR2n2NhGovH6yzewhl4IzhYwUKiMFVreep6hP4Dg680vnWb54Gc93ePmJy7zvQzeC6KJIE80xiEIf0ygRa6t4nUNstxImphqk+pCr6xdR1RxFk2iKSjAwKJujvH7lJEYhJhMhlhuytr7BrrrLur/J0nyb6ZkaIk3R8pxKwcY2Ta4tbTA2VWKwmXH64llyzScVTYJmj+ndkwgZE8cwOj2GN5CoWgPf26JQL0KYst3uMD4xQ6/nsdlskQrBysoqU7tHmVtcx9GLIDRKpSKdjoehFykUCmysb5JGGZYOullBVzUsU0fVNYQaM/D75OTEKTiuhWUqWGaJ/mAFaZhIYaHqLrqqokqFOFVQJDiGQ0KPLLWRZpGJ6X1EkSCVOYooILOciAjdrO106w2Xu+45wW/+6rsZiJAwhUKhQN0u8sMf+V00WWapuYZqmEihYTplDAv27X0Lc8sRb3n/x5G5Sh57GI6BaZhIVaJKiNOESrmEYzmcfOEkf/5nv4ZV1vj+43/D29/6IwRRRp5DGAVkuY9tFXBMl1ffOMWdt/0bXn7lNY4dfS/jY1NsNOd26qmKx9bWOr3O88S6QRz5rCw1ufttH8QxJkjTFCkVwjDcObWRS3KhEvg+5XIJKRXSHJIUfN/DDzxKpTr9YZc43OnKx1GEIkFIjVZzgXbzDKcvPseLzz/O7qmbf9AfL+D7Q0Qc4BQcusM+ea6iGjZGYYy1jRYi6VOpFHDtMlcvz3P89hN0VtrcdecDnD17hkz6JLngukO3s970KTbqbK9s8+xjTxEGfZS0R5h4TMzs56Zb78DPQ/xOSKu1Rm1EIRd9/uGv/4n5xWX27pmhVppho7PB9Tc8wPbGJveceIBcK3P48G0cvfE49UaNz/23v6A0abF0NeXAjaM8+eRT3HLs7QjTJ8sUdNXke1/9Hq9feJ7rb76R3/vUH3Lm/CnanYs0drlM1A+xMN9BymgnoxyorK53GZtRyTJB4AlanSHSVum2U6xSkWsXPJY3NkmtjIndB3j0u6+hVcZYWV+n01FIhgYf/NBPvzkBevaVbz+S06G13qUxVuCFRy/R90CxdcYP7KJQLnD6ufMYlsPojIvp+jz1tRWckoOjTTE25WDIDEMxyGXG/OIcPW/I0Rv2kFJiZfslDKNMFku6wxZh0EPKNvv21dke9jn17Abv+sB1hKLP3FKTJMzxQx+RSVobOW5RMOz0mF9uYugaSTiPojgIwycLA0zDoVAskOYDLEfHMQRh6pPGCjIdYdiNd5btSka9sA8BiGwHNitrPVxDQ80TElXjwtwlCqZOwSpSa4yyvbSIpidYToXETxHCIMt8dD1FCA/TVbG0ERYWNnBcjWq9SJ5klCouZA5TU8fY2FxBVRWsokueaWhWTJz6SEVSdF2k1MlySJMIRVPQNZOt7jp+kECeYLs2YeSjYDEIe0gVTE0lSyJUDaIwoN+PUC2LMAyIc0GWqyjk6GpCt91FNxyUMKI/7BNEQ0ZG95BnEs3QiJOEL/3dn5DIDdIkxy1bTNnjjOy7l9GxQ1y9tkC5VEDBwrBNOq1VCm4RVXU5fPQGtFyiCEGapmiqBSLHDzwUIfCDgPn5K0zNjpEMFUS6ydWrp2lMODx38ikOH7kfMkGWRaRJhuf1iaI+4yPTKKqOa9foDbYZGxtjYekytmuioDIYBhR0iOI2g+GAUqXC9vYS1dpuCnadVmcZQ3eIIx9FVUmSCMcpIKVKmu6cGdZUhTCKdl4+SUgYhjRGGgwHA5IkIctT8jzh9OmTdAbrWDY4jsmJEx+l1WqjqgqVSpmF+UtstzukhJD49Lodosij3qjiFkokkWDg+VjKNp/8pU8yPj3J9ffehapm+EGPaLDFlYsv8tqLZ5mYmiZTMnbvP8DUtEanu0SzvcHE9GF0TSUYeHz5S3/LfW9/H1/4/J+TiW3OX7zIv/nIR9k/cwTFSTFkxplTr3Pl8lVGJ2ewHR0UHZKMM+df4it//3U++bv/leeef4zIi1hfGDJ1eIxvfv07HDl0I7lq8vKrT7G51Gd0zwgffs/76HlLtLttOoHH4YMHObjvOi5fvMSJ++5jZvJGxsYP8NV/+WcOH63jd4d43o44fHx8FxuLq1SqZU6dusbevTOsrvYI1R4vvXye6Zlp/H7EyOQk73z4I29OgH79n/7jI4rICYYhlapGfbrC7Sfu523ve4BP/5f/zivPXSOIcorlBlPjLsVSBd9XuOWuW0gH2xSrO0vwc+cWUKycQeShqBCFA1QjxbWGGLbF1blFrHKOqqqUyg2GXsTX//4Cb7lvPyO7Jf5gAJmKYqjoUkVRBAKPquUQ9QVeP6NWz3Ecg+mqgewZxL5CZxDSbHYgzXFMkzjIKLsVhKngJ0MGwTaGqpFEkmq9SJJBLg3WWl1MY+cPuqkquCMKppkz1Rgl9RPSyGf2+ltoD1p48TKKuoXMEvZMNnBNQWdzwPSBg1y9tEGjUSAKVNIYZvZOkOURaRyiigCQrC7PUZ8cI02GLC+00DSbwbCJYQiSBJRUATLIBWmS/EDMIIkjFQWdOB4SBSlkKbZbIQpT8sxAApqmk6FgKJI0A4GHKhJUmRGlEZbdQEgIoxSnMIJu2kgRsLm5jGZoCBzOvvZNOmGbmlbnV//vz/LU41f4kY/9e5obG/hBB00rkOYe/XaXSmOEKE4xdEmW56RphGnqICBJEuLYR9d04ghGGmWI+/zRf/1xNpvP8XO/9Blefv7baJrKx37qtxC5hkgFgd8n9IfEkU/gD8mVjBdfeBbTtKnVGoRhhGMVGHQ3MEyLolunVN/N8tWr1MtlVCHRdZXJ8SNEcYpplImihCxNyEWGqpqkaYoQgjzPSZKUnBRVVUmiGH/Qw7QkcZxgGkWCsE8UeyhC4fknv01lNEPXNLY2BkxO3IDjFLFtl+FwwPziFaoVycqlM1huBVBQVB2RJzuKxLhDf+NZHDvh1hMzPP4vJ7n/4bfSXO7x7DdPkkcqnY6FWRilURsnC2KeeeoJJqcKOI5F5G0TDYoYmsbitU3uvu84dkFF5svkUnD81rt54okn2X24hslupFPh0b/9Cne97V42m02cQglTgYW5M9ilcYrCZuTgOK7IGZkQPPfESe5820MsXrzIpfmz9BYvs//YQWI/pFJUePR/fJuRQzZh0MNUVN44N8dIo8bNN7+N1toq33/p86w2zzI2bvP6awvUKy7pMCPsJ1iOT2VEp7nRYf91ZdrdPolIKNcaLF1eptiwyUmZv7TCx3/qTfoX/umnP/2ICqiaJA5UwjRAyZdYWDxDoaHwznfeTXUkJ8mHXH3J47FvXEYIlbFplW4Ys3lF0u42URzYbPXI8gxUBU2V1F0Lp1TDCweMjtbwvQipZDS3Msr2LK1Fj8PHG5RrCUGYsbu2m160RdGx6fdCgqDHaKXK1JjC9K7DnD17lWrdIQlyGrUKaQaKtBgZL+HoVeIgw9BMoixkbb2D129jOBaa1FCtgOXVZVwbfC8gyXM0fSe7iWagai5+kDHwN9GFQ5jGRKmDIjqIPEeTOkG/T9APqFRmKFVdesNtslzHG0SEPljuTnbT8wI01SBNOhTsAhPjBbZa59G0BobhYGoq9UaVQaeH6ahIaZGkEaqU2G4NQ6+iKTA6WUVmGlmmULILBKlPnmSYpo0gJY5MwggMJSYXyY66Lssg3wErWYIqcsIww9CLOLaNNxyCFIxNjOJ7IUIx2Gq/TjT0sUspptzFAw9/gIWFKwiR0+m0UdApVqtYlo1EgiLI0hRVM5FSZTjYkRfH3gChamgFk83tbZ579ikef/RPUAlR1DI33/Ze1psB43vfwtjoLJrUUDQVXZdE8U6DSdM1XNul220zNjaGEJI0TRkMPQzLRFEsNlvzmKbBwSO3cfi6Bzn1/KtYholTnMW0HKIoQ5CRZDGmqZPnEk2T5HmGbTvEYUQcxygKmKZDlHRJo5gk8lhrrqFrCXkWU6kXCNobWBWN/kbEOx7+KQzNYjgMKJZKRFHErtFdfOFzf8LorjtQZIbUbdIoIldVLMNl4fXHiLubXLi0QRhKtlo+q3NNygWbh37obTiVAm998EGkYhMmAaoQVMtNKq7D9793kl67y/F33M7qeouyA1bRpuDEzC1cxXYVxuuzPPPdV9nunWZmz36e/t6/8o1Hv8XhY5P0ez2EJqiWNLJcwwtDZsb3Uxq1dmqvpsHq3BoXL50hyz3mLizx737pZxnbvYvb7rwLcsk973iI5tZVms0WwdDFaUAYr7F3zx5ePf0MZ167goJOniigJGQeiCyhXh2h73UQQqAoCv1BRm2kiDcYUnUmSPOMKDAoVyyWrvb4mZ/7lTcnQP/iL//jIwXXRigpJ5+5xp6JEZYv+1hSMl4XTNdM5i5tc+W1Dh//xIdod3qUiiajYy6vPr/A2vwKt9x0HV7UJwpCFFPDymCYJuwe20OCIPV86rX9yKyBbni0NiVPPX6KG99WAwT9fhdVKKRZAbJxOk2XSrmIoudoqUZrq0+zt4XvJahaSrlikccp/VDFKaSouiA3B4jUZGVlkRydLM+puHvIZJdiaRfDoI1bqqEoOt1giKGDJiw04XLsyAH6nSHtroahS6Sq4RolhGYRxyGkkjQRmIZBv9tlu7VClA9ZvrLCyvllJvYViTObSsUl9HciOTfdsBvXUbh05RrbvZTDh6bp9hIcC7IsIMtTiqUGkd8nihT6fY8sAwWDnIihF1G0FfzuEMtxqFQNwiglB0YaNXRVQyoZhpYQKSaWpaOhgPSQmkWWqAjVIVcUDBmSpSlJBqrMCPoem81NNlcWmN41zbnLX0GKApVykYXVN9DkBI5jsN1u4roN9h08TOhFqJoEdeduuq7bhHGI53uQJj+4DZXy1b//HV596bN89XOfJktWyUXE0Ff55V//CzqbPrfecyej1QqK8oOokx8SBSE5GYZtk6PQbW/hugWyLEdKSZIkSKkhFQ0pVbxggCIkvg/DYZ/9h45THzuAZRZod9qUygW84YAojsiyFDJQ5I5FPkliojgiSRIURZAkEUqa4AdDCsUKbrFCHPRASTn51De4/o5b2V7pcfMdP0y1VCaMFQzLoF6bwLUdZmYPMr17kkFnjc72Mtsbq7Q6a0hc8iximFzj4I33s3v2AIPhNY7fdR033nkPrdVtlubmuOWum2ltrzN/dR6rUCJPPaam9uANlpndNY5qJ1jWLr7x+b9ide0at995F1ubXfbsuQldn8bPUu655QTLG6usb1xk48wcipFz4h0P4pbrnH/jRf710ccZbq5z+qXLjOyW5KLL3LPn+PrXn2HywCFcp8Slayt85Md+AkKdjeU1Dh07iFRSvCQiGRosnWuSadtkUYJplllev0i/02ZqvI4mc/pDj1/6md/i9ItPouoqUQSjtRJBlFOqToOZ0FrZJIoVonRApzNgfWmNhz9wgsvnLvBT/9uvvjkB+s+P/uEjnpLhD3OsgoU0I+ojBdZWhqRDG0tLidIeN94+yUZ7ESM5gOU6SHcT3Rzy4Y9+jO8+dYnVpTVKI+DqKpmmomNh2zpJL2Fs4nbyLCCKINVNnvvmVW65Ywan4GMXClRrk5DntLeGJHGMl25w7vQi4xMOqZ6iqhU0PcYdkVy71mVlHkZGqihqyHyrTdwpce70CqWCyshImfHREfr9PmW3xHBryMaVJrpSYutqi425Rdqrgu5mzJWry2w31wm6KYvzawitTrU6wtpal+a6ZHsxJRjqRKnCmFskzJsomk4Qhmh6iK4JGjNFmptn0RUNoatkmYIwoFFUibMUQ98mCAr0OwG50JG5hcwjfF/g+xnt3hquNYJpOlgmRFGAIjIMXeCFAk2XSM2mu91Ed7SdyTb2yLMEKVIgxpApMksZxhJD2miqRa5mxLEgimKyHMJkgN/N0C0HRW6jShWnVKbdW2Fj7RKaLTA0GxG57J49TGdrAKrO+voaui6QikkY+XTbHfyhj5JlWIZNMOwDOVHsk4QJV899lzxtYRcN3EKIpZt8/Gc/QzjMkabg1z7xAe58ywdQ4pg4kyhSYNsacbgDNamahMEQKTTixEcIhSgKyPOcLI9QpQq5Sp5LLMtCKBkIgWnYSCmJwhjP81E1SZallEoVMiRRGGDoKlKqJHFImu1c5xR5BEg0zSVHJQh8HFcjjmJGxvagKiWKlRFM3aA3WGV87ACBt83i8gpZnrCwOs9gu8/JZ75LEjcZ3WXRXFvi8PW3cvr0S/R9QXPtLHE3YWp6HNU0MIvj1BojnHjX+/mNn/8NyqM6lUaDdBjQbl4lVdv4/pCUIYePvYv1jTeYnG4wOlPl63/3Le56x4OkiuSNM2e5dPINjt55Jy8//xyVRsrkSA27NsYbr77I6vw1qmPj3HjXvVTK+6ntL9OoTnHuzDlue8cHSDLJWHUXz732NO2tFgduuo5ircH86Yusz2/w4ktXaK1fQpIS9AWh1iPs2cT9iMwa4mollMRHVYt86KM/T9CBzvAKv/nrX+IbX/sC691N3Eadgd9nfW6VXbtGiPoeuqHhWmPoustLT88zHIT87C+8SQH6wnN//cjumeuJhh6R0SUIIEeiFVNK41NE3QjL0djuDBBS59SL8+Rhm8jf8/9R957Rkqf1fefnef75X/8Kt8LNt2/nMD09kWEywxBmyCCQEMIWBgskJOS10WHts8hejeXVHmkl6xwJZKyw1iqhAEiAkMiCiUzu6Z7OfTvefOvWrfjP4dkX1dbZt/abFfWm6tVz6pyq+tXz/X0TP/q+T/Arv/JZ9u0qs7jLoFHbS5z3UFmKax1h38JtFJlOEEasr14jAr78+e/z5je8FuVEhAObzZUBh27aT6d9na3NNokM2TPVZHq2wMhcnFKB600z6HeoeRbJqMyZkyfJcUily8xCk9aswig0zCzFcEqM/JhaaYI47DDXqHL7zQ2as03sehW7njA30+TOu+5mbtGi1BIYJZhfaFCfmEMVbfa2muxaEDRmy3jVOkpo5OISIkvI0gKzSDCLKoOkzfEzZ/HqNkrvMtXYha4mIEvY7iTUJh02V2L27JtiY91n/8E5hkFEEit0AyzXHLdGZDlKatiOgxIK03RRTzEeTQAAIABJREFUwgAxFtPH8QDDcBiMfHThkccFti1JsxSJThwnoNs4nkOWF8QJpFFClvaxbY/IjxiOYryqgRAZtiGJwhFxmNJt9+kPtjFkypG9b+bgbT/GxtZ5HMuhNTVHpWITBQGOW8Wr1HBsG6nrGIbBYNjD0A0sx0IpMCyNRnWRIFolivtEcca1tW3ufM17yAqFkBKVRzz4wIP0/QxRCDTNIPR9kjRBAlkWY5o2SImmCQzdob21Tskrk+c5ea6wLBtEjpAgpY5UBgiFoUuE1BiNRkipUagcTQJKoukCw9TJkoSsSMiSHJFH2IZk5PeRUieOhxTZkMCPKPIcCos8idF08P2A55/9NpevfZ9zZ15mYe4mDL3giS/9LlsbL1Ce2k+9XCHydyi0CInLRKuJZYClF9TqGu1Oh8HI59itdyJMh6/8+Vd483seYm7XHnqdVX7wrSdpr65TrVvYVY/15QFKFaRhhFVxyKMmH/+Fn6cxt4fPf+6PefC+e6hPT3Pt9HOMBkNeeP4qu3Y3eeI7L/Oa+++j1Khyy8EH+O3f/C985OceIQ1jdgYBJ55+iaXlk2TKZNDrsLndZmqyRt6DZt2j1HTYf3CR1a1Xecd734ttTzC3d5Fv/Ok3SWVEklpE3RIr17f4yY99kHMXTnLb7Q/y0hOP8/TpVyn0SX7xl3+fKGswbLcJBwVpKpmsasjUpFYp0MMhBw/XadVz5qfnedt7fkhZ+K9/+7cfm5k4yM5gjSgo0EqKNIsAnVqlSndrgO1qrHd6HN27h7lpj1y59Fc2+Ns//jNe+/q7WFo6h5/ETDYK9u07RJF4XDm+Qp7rrPeWcScEQsB3vvcydbOG1epjSotmpYlmxCxfv8iFV9q8+y0PYWmC2YUW2+0e01N1/FFIMFL84B8ucvnqGnsO7Oe22/dSqDp3PVph5dJV+v42jtQgVUjbJE4LXEMnjiPm6lMoe5ygdG3jGkUhaTQ8MiXQrBqOKQmTBJFIOptLNBsTrHd05hdarKw+h8inac3Z7HRX0KIcXUhqFYtEG9L1c9yKR57nxMOU/laB6Tg0amWCtCBLU+JEEftj69quWZNRkJMmQyxPsbnWZ6fbodIsYdglhr0EhUI3HaIkxhAFcTSgMTGJH3SxTAdNMzBNE5BIoSGlIksCdMMiTXuooiAIUwqZsNNXSKlI8hjXkxhCkEU+wjQplM3Zcy9w9MhNTM1MEQU5E1N7MCU0qtMMRlt43gRbm21mZg/iOA55ocYJRUVOnucUeUwmFLZuoek6RZKTOSUunz/BKOoghUBjF/c//HZ63T66prO4OMPVK8/jTcyRFwJ/2CYY+bQmW+Pa3DQjyzOkbtDrDdCkhh+M0HVJlieU3BKOW2bQH4ICVYBiXNshhIkQkGYxWTaujBZSQzN08iwjSRI0zQVR0Ov3iLMQkBRJTl4EiCLFtiySLMY2DDTDBFGgivHnd/jAzbS3t0linZVrZ4k6Jyi0EGVNsH/Pa7h27Tq6GmJISXvzKlcvHmfv4buxBWiaj22XidIE3ZghGvjcfvtB0iQhTiIodMr1kCO338rlSxdJ0jqnX7qI30vpbW+zdnGTzZWI488+w7e/+PcMh12WLlxmbfMyd9z9MPe+5hG+9b2vIjHpJ10Ms8SDD72RwWCTd737fXzyY59i9223EPlDXnziCY7cdoiyN8H68jVG/S5zM00effN9CGlgOh5FUuA6E/ztV/+U1kyVP/9vf8nD73qIOMppze7lxRe/zz//qYf52y98l3Ktwk999H/nS1/4LQoP7r/7UV5++QX63at0u5e4tLSCUA6NloU/CGnOlhkOCvI4QcumSLI2b3/vD2ka03e/9ZnHTp4+zebOgGEnY8+iS5YUUBhMVw8iNI3u5gaLhybptrvM1MH0DE6eOk+gUnY2tnnD6/dTnxA4liT2+6wsrVNbFOy7qUG17HH1QsS9Dxzlle+f4g1vPUwnGeA4Fj/42tMYjse+w2UmpwxGwwFWkTDyQ2pVm6AbM1OfYKZR5uitTUqlnCBP8VUfSx+ycbGNwCAd5JBVuLg8ADPDrugEwwzDhKmpGSzTIJYmvXBEnmrYJZcr189wbf0yO4N1FhcW8YcprUYDIXJsOyfydUS+TKoUWWJRKQt014UkZRRKtoMCaYwYhBmySJlvTVNxBPV6idW109zzwGvpdLuMBjFpoVAChoGg2+ljGi5RGGCXStx88xGiKEYVOVI3CJIM0pQ0iUlSDdf2QJgkmclo0ME0EtAFhmZg2w5DP0TIFMcxCf2YIhPUqi3CuKBctciycURhFvtkWUEhFYsLR3nhpac5c/IkUwu7INXQyXFLJfIkpt+NsUo1Ir/P7OxuBkOfuflp2u11TM1kMOgShn2UgjyNSNIYNJ1yRedXfukDbHXOMAi2qdUalJxJZmePUvbKRHGEV5klCHMmJlpkcUQQx7iOQ7+3Q56l5HmGaVrYlokudRA5pmkAAqUElmWjFIz8LqZpIIRE0ySaplMUCiEkUkp8P6JUskiSBCkFljV+HQfbFElIrjKU0hFSoICCFF2Oz8rIyFSObgiSICLXxDjRS08Je4q5hXkqJYMoGDGz+y7SXJCnOY7nkDPBxOQBOttb3PSaR9ELgaWXUUXB9N6jXDh9nvMXXuCWe25nuNOjMTVNfzBkZ+MaUiuTqBoPPvQQVmmCA4eO8tZ3v4uJqsHBO2/Fa87zwQ+9l4X98xy77WZuvf0w9YkJZqan+L3f/z+wCo1StYaWWpw5fY1yzeXuu+7j937nv3LX6+7l9qN38vnP/iF5KeLWYzMIOeAHzx8nXBnylg++m2Hf59KVNXYvTiA1k69+8at85Gd/koazi6df/g691S02OiP8IGRlvU1vc0h/IIiTiFH3MqsrS+SFydyuPfz5732e3BowGi2juZCHOmUPdCkZ9WGY1tCtWZReJlEa73zPD2mlxze++juPKXOIppWoN2Hop8xOt4hHUPEaxKMLCEtQtirE2YDmRJkgyXCmNO55zUGO3VRjGIyQnsewv4WpC2qNOugJq9evU4iCwwePstq5TqEiOlkP/5zO4ZsWKU9Nc/nieV57xz5KKFQW4ScS1ymxtRXg1WdZX+8xXfcIRwGtSoO5xd2cPnmFsqcxPTnPTtjDswSNBY35fXWe+e4Vju27l2q1IFQml64vkZkFVzbOYmsejjl2qdiOh1YYGJpFzaszt2sf505cZ2JyBt2RIGyGnWVyTSfNpkGOCBOHQT9gfu9tmE6JNNcQYsRwkNOq2Uw1mwxGPuVKhZLusbm+zczcNEE4IMsUQgh0XaMgZeDH6GbIaBgyUS8zGjDOADUNDN0ljCT1poMmIc8DPE8xPTWNKhzipCDNIq5c3mSnv4MpbXa6fSyrwYH9e9jqbpCkCYZRQUqDVA1oNV2uXDuFput896tfII23OHL7vRTdAaMg5tht93L1yhqmBSVPUK5W8bwKURLRaEzhD2N6/S0sy8AwLJQSgLghXNcwtIg/+N1PkhtbGI6J53l87KOf4czJv+fOex4FZWAaBmEwpFSuMdjeIs8K4iBEN0wss4xdqiAYy6GyLCXwA2zXJQhjimLsDpJSkqYZURQiNQFCIZAIIcZFc3mKlJIwGiKlIE3HCfxpmuH3O+RZQbU+R5pKdENDiHH4RZ7FaLqJV/YYjQJ0QyP0QTdzrJJDmA7ZWe8xNzdLpV6ikCYzuw8h0RiOrjPRrGC5kyh08kxhWoL+8Fmc6gKJMnFLdZ5/8jivf/27aO+8gkotDH0KRUqRayRBn62dHCk0jhzZRxxZRFEXwxVsdgKkYVIuKZYuXcI0Dbr9DWZmZ+h2eiitQqW5zd4jCwizTqVmMDN7iB9576NsrHZpLtSRMmft8g7OvMFUpQAxpNmo8L4f/yDf+/snqc4blO0JpudrGLKEbha85S3vYPHAPL/y2H9g8qCL9BSWKhFsddm1u8knfvbfce6V59l7YIZnXnoGt2nTvjjgie+/wNyuKpnaQhoW5DG6XSYNDNLMY3Wth23Vx7t1zaI1r/H61/+Q6kCf/M7vPjbKLGwzoigklqPRsCa457VvIUivsLHdo2zqzMzVGY2isW5RU7Q3e9hmwdZ6l1K1SXutzfpywN1vejv79szTubzEVKVOkg3xk1UunF5hc3XIVLPFqVfOcmGpzb47SzSnq3T8MWTTBPR9g8XZaZRRo9PbYW0lxk8ijhyaIxr0KdfKCKNBq1Wh2+1T5C28Ggw7kijJOXL4AFqp4A9/5284cHQ/KxsbXDyzya7dkwRxim2YlAwDQwPLqGJaGipLiaMd5vYcYGn5AqPeBt2wzVzjIHFs0Pcz8gz2HT1EFjiUbEWrMY/CZq51C6acxzJiDBURBSmu6dANfCxzkpW1q5iWzu7di/ijGFWYpImOZXvsWVwgTTVG3RGZApAYBigJptW7sb/TsE2XLDMZxT2k0EmLDE06TDTLNGoT2J6Lbjq4nsfa5gaeV8HWTcoVh631JYJuyosnvsko2aA/6OB6GhMTVWZnjjC/Zy+nz5ygPlWhXpui0AJ04aLrLv3RMjJL6XUu8P1v/AVZPqQ+uY8iz8iLcOzWYbwD/exnfolmSyfohXi2jaV5HDj0IGdOPsHTT36BR9/6MbrdLoIChE4mDXRloOnjkGeha2RJSJalGJpBHEWkWUSWJoAiTROEEBRFgRDFOLczTbCtMSQvckWeZ0gxxvW27TIaDjFMA1WMk89L5Tq2XSLL07EFVkUkcYJrlyiVKpiaQ7e/Q5ELsjymyAVgsHThOOtLz5KIDSYai8ShRAnYWGuzvX2K5c1VdJnjB0to2iRCSQqpaG9doLu9QqUyi2OW2L1vgSiJWL52ld7OCqOhSTAcUpuYJAnLaI4HUrB08RIrKy+ztX2GO++6hbnJ/ZRcSafT5uZjh4njjEZ9CtctYbgefrDN/t13cPXKq/z9F59C6hpR7PMfPv0Z3vVjbyMcbBH4a+yMrtFqVbly8QITVQub/fzp//MlpGngVRT797+Wv/hvf8KJZ17h+EsnefYH3+X0mTNcWb3CXLOB7gqE2eOX/vOvce7Z87z7A+9H93wazQwBLMzewsmLl6nOCixtSGetR6AUJbuEv10mzguq5VkqtVly6VOkGefOn2dhYZKH3/BD2sr513/yq49Vppr4wwhpFWhKUtM1ZhearK1eIfDBtqFS8/BjiWVNMDk1y3A0JI9j6i2PSsWgWq5SbzrsbO3w1NdOsueOo/ijhG7UxS3rGDJj375F4uEWIvb4iZ94A1vrIUXicurZJVqVCUwXlrcGZBnE8XVqNYvBSGC7da5ubtOYmefxf3gFq+oSRRLLbjCM19ha32Bhbi9xkOGWGhRCMLlnigff8BC99WUq1QVM26S3Jqi0JGHao15rEo0iNNfkyso1ht0OhZmgk+H3JZ45gWZmNCcPsNWO0U2NjSsR9UmTJDZpNjLCtGBnp4wgYnp+P7Z3O2GvTWrVCcIGhYooO0PiyGcULGNbBYZWoVSJECJhdX2FztY1vLqOITJqlTp+HGKZkssXnufq1VeZn9tFlORoMkPikakMkWfkIhuTKLpBmkKhcuLAJ1MQxSOKPEATOqNRQJpv0tm8gqnb6JpgNAh58yMfx/SaICeYXzjC4SMPsHz1FEVioxsGdrVGd71LrmJGQZt+5zLxYJP9Nz9EGIT/SOZYZokwjHngvtfz6qnvkuYhyjbZ3txhanKeg0ffwfXLG8wuHkMrFFIzqTdb+N0uhqVjOh55AXEQYBgmQtMZDXqkWYymibH1Mh/fPpXKEUKiFDfkSDGGqd0oF1MIbRxmLIWOEAWDYUC5XBpH1Ql9XONR5OhSY3JyDn+0Q4GOkhKFJMwKVB7huiUi36fk6MRJzGh4mqpnomk5STikXG6ApTNRrlBkEajxfleXKZq2m0KCEB7Tk3uJ4ivYpSau3UAzFK4tMMwWcwuH2bt/ksZkCz/oowmN3k6HcJQwv6vC8sorVCZMJioTaMKC1OXK6StERYRlGAw2V3n+ua9w9fJJgrDN2XMvsb6xyeHbJnnzw29jefk0r7nvJn7kRz/A333hOSqtASunzzA9NcXefdMsvRQj6iWQbTbWB6gRPPfSKf7XT/8sPuepTinMqk3/Wo8//sKf8bUvf4npeYtaqc7JE6f58Id+hn//yX/DPQ8/wq65A0xP3UoS5Gz1l1BaSqtWwk/HHfNH5u6n3d0hVzZLF5YoVRWNlsGJl8+jDGjUJnn0bf/jA/SfRKlcc3qWzkYPvZCIPKPIQ0wNVq9fpdE4xvxijb6fceHiVUgFURoz8lNEkeOVLbK8IAhDpJHR7XapujYLt7W4fu4CVW+S+ekp9s8e4MCBI0yUdXbNTfOmH9nH2tULTNYbXDp1ngN3ulQbCegGJTtnsiaxM4NyyebAIYXmdJlrLvDU4+eozUzTatXxhxl+0KcgwHVtOoNNtnt9NrausHZlk117jrC57WOXHdbW1rlwaocHHj5CIrYJkozN9mUSU9L3B7Sm53FrVQwBaBWatQauCXmsyMUmUTIiiRVWSY0rOSyTjt+j01lGlz7NSUU/PE23v4blTaKZk6RxAtjIDCqmhsxN8jgmibsMez5pahOHm9hOyur1SySpApFAlNLvXaVadphfmCLBZmF+kjRTeBMG5y/8NVG2iiYd/L5iOBySE2NpknK5jGuXUZlBWlhsbQ/IE8ny1bPsWljAkiat+j7e+95PEScghUCqEEPP6Xa7TM0do9ZsUWvMkacWs7sPMjN3mFMvPDUOMik10KRA1wSG6eI4JcJoSJoERHHBTP0BymadhtlicrLGxct/w8xsk4cf/TFsU0PqklLZZWNtmVpzCterjeG/1MYytu4mfr8LhoZXrlLk6Y3BOdaDpunYTQQg5Ri2x3FyoyMekiRB5Yo0TUnTDMe2SdMYXdcRKh0L9qOYgoLlayukCWRpAYUYVxw7Fo5jEYY+uqFob1wgVUOkKKHIUIWOYsTz3/tL0kGbLFZYTgWUhqFnaNIiJ7nx/goUknrzZmw5SSFTNJWwtblGq+liailSuETDmFeeP8PGxhpx6mDqku31DjJOqGgOZ048x7mzp/nin/wBu24qM1Gqkuc5mxtrNGoz2LaLZehs9FbZf6BM2bF5w5tuJkhSXnjxCT7w/vdTqvU4+8I17n/zm9kJbcqVW7jp7ge4dOEVzLKNqdloFYv3//h7+dZXHmftikbJ2sPy2R6f+NQv8rEP/TSOp9G+MuI//fLvs32pRyoy3vX2f06qItKhoLPV49Dhm8kTA0dW8WwLXdfZ3GjzkU/8K3RDsXrpGt3ONpfPbDLVsPGsMrVqlTTJ/6dm1z+JG+j3X/zTx5LuFnGoYUpJ0NFwaoJgMEQZB3nmuUs0JjVKuiQOQxzLwNA8lGmSpilL57apVmroRs5EfZYgGjCMJHZ5Cj9cQ2Ua25vbGGaGSBQqVUwvVPnek6vsnaryunfeS7rZp1l1uba8zdHDe6h5BkE2olFtMIzGveq1WoU777udb3/tGV73usM4rsN6/wyGLJCpjVnO0c2Ckl2j2UgQagfHqbFyLWLPbp2y59Bumzi1hOPPXaUxuZuNziaqGLC93EM3a5QrFptrm9jCxS4V6EaFlWsBt9z8Wja2ehi6SZIU9HshjUYFJaBW38NGZxu9qCK0dQpTEg013JIGCnTTQeojbEdg6Bp5MSIOe/j9VcplHQ2JkAl5rDHc0Ziar6FEHcetMRzk1LxZwkTw8svnmWxJlOhSdWsMY4FjG+iai6YgTzOKvCAnRTcMKDRKnke9XsbzFmjO3cWuvQ8wv+swQQiW41EUGtV6gzhJ8IN1kjAZWzRxKFRBmubkFBy97Q2sXTzJaJhSaswSBZ3x8AwTpJTouo5hutx27wO8810/zfzem1k6/SSFglvveATHnEQaJlLXIZNMNJuEQYIkJ0sThqMeeR6T5/FYw5qnpDfgvFLc2H9yA76P7ZigbhBOBmQFaGN4b5oSRIGQkpJXIo6GCGkSxymaJlFK3JBiKcIwQbdNNBJUnhIMtqhOTBNFCUsXXiENl+l326h8nX6Q88hbf4K18xexyjUSf42NjbNUHFiYnUfIPUzNHyLwMygkAjAND69UJ41Tht0VtlaewfevUqoeZhjFBEGPnd4OMwtVJmsTtLc7SGOHOBky2YI0jtGcKYpCZ2G+SZgkSN0lTRNCv4Nm5OiWIklyYi3CLQkEHiL3+Ievv4zhTlOv2Lz/gx9mqC9x693vozkzy/bGgO/+w9cJOl3e95Nv5fnvvMqeY/sh15iYq3Lp7Dm8hsPkXIUL15/nQx/5l8xP3sybHnkXW6s9br/jDoQpcSoOp46/gl13yeOQtfUO3c4AS0/pRzHDUcyn/92nUPGAZ5+8ytzCFFkas719kVvuWOTpl1c5fPQouoK3vuOH9AZ68cQFTFuBGSF0wUTLot0p6PUkUXaeu++aJ89MsiRAM8flc2G0SankcurJK8y2yliVjHNLPpuDDj0f9KKChoFVniKTAaad8dR3L6BpFogM26jQX7mO78acOvUqt99ymCgFlVq4uku57GDZFYaDAJXbjAKffq/LM099j9vuafHSy0sgTBrmIip3MSshSQhFkiFNjUZtN0kQMeot4ydDlFDs9HLidMTZlzc5fPMUORFeSSA1l8m906g4IFE5u/fupjw1Q6bqSEsxu+CxsXUa3RZoeobQcqQNmxuQ+BN01tuYRQlBgSpqSDyUCii7AWkWg6PT74XEgRi7aqSBZdjUyzXCUYHuLOKai6SxZMQWa1tDZqbr5MqkPr2Xnqnxm7/8G9x8+1HOnGxz4MC76flTNJxZOtdeoeokeJ6N45okQJqmaJogUiMqVUkv9NEdizjoUKQ7pGmOplugxmTL5YtL2FJgag2EroFeIc3TGwx7hlCSNIN73vrTPPQjP0PZmyQOfZI0GltHhYZlWQgKwp7Pyy+eIPY1It+gok8yUZkiThMocoSmk4mcOI5RN+RGaRaRxOMAD9epkaThDagu4AY5NLZzjm+jeZ5SFBnZDXIoGgYUeoaUEqXGJJISkqIoiNOYvNARGCg0EALLdhmOQizH5OLpv2Hp7J9w7viXaG9dBl1nq7ONZxtsrZ5AORLTEkhdp+zU2F7PKQxIslVMw6aku1y+epH1lRUKrc9OPyXw03FLgZag9IggHqJpgt7GeaQqk6satQmbkm4SjV7F948ThecJ0y5mVeL7beZm5oF59h1+HXPTr+H62XXyJMYxPY6feJm1sz2uX1/DsWycrExna0hZt9ja7LHT6xAnAT/+oQ+RDnzmFxYZZpv86W8/xRN/9TU+9c8+ydf+8s8pchiMRqS+z2uOHKXX3uHCiYs8/ndPkA9dVBKAniBFjma4tKarnLtwhUyZ3HT0AZ57+js4Vp3Tzy6TC41SpQx5yiNvfxP/y899mmbrKB/98Cc5evjtrK7EeBWHZ596mkyElLw6X/vyczRcg8P75nE9639qdonxP+n/v49PfGhaSdtkav4I3Z0lSm6F2B/iVuooEiQZ/rBMxdkhVeDKFtJWXL3WQTckgyRD1wNqlodT8bDLNt2eS822aQenqOjTRGGbdruN7VVYnJ7iuWcuce/992GUI3YGQ2YnPPxRwvYwImOs+etuhmhCsrBngihPGW0U7Nq3i53RFocOHeLSxesYtg4yIEtzgmGGaTRJ03WitEAXBbqE6sTdHNyj8fhT55ifXUBpA8J+iTC9ThjsMLewm9uOPMq3/u4LVHcHeKU69PbgTESYhoTCwbB0BqFiar7E2RM+tq4h9II009CQaJqGbUuUUqRRh4pXJcq6TE0dIfBDrlw5QUlImjNNekOdeHCZ7tYaR257mEGocOwqmzuXabTqOLKB7sLm1WucPr3Kz3zyF7hwYYWGA/1Rm0FusrN2gWZrSBHbxHlAqmxmZ46SpBrt5R6N6Qn0ck6WZeiFjRBlDMMkzbYol6YxHA9dG7eMxmmEyAqef/FVjt6yD0MzQRlIXQMUMB78SdIHMiyjQZIXkBe4pdKYoNE1dM2l2ayzsbGG1BQVr0aaJ4CF43gIBUITaEIjMyRl00YoxeraNdI0xbIs0jRGKYVhWP8Y/jEON07RdZPBcJs8U1i2wX//7fi+j2WYmKaJUAVSN0BCPApRSuDHEaahMRoNKVcsLKNOb7RDMrzI9avPUJCjmQZzM7ey78CDtDs7PPH1P6PVMtBtSZp3iTONmw4/yNLSk3jeAZaXrrPd7jM369JoCbJMUvGmmNlzG6ubA9I458qFMxy4+VZOnf4Ks3WHZKRz6M63MvIT0sRHSpPtreP4wTKN5i6E2ENvZ4eMZeLIp1KfR+S18dpsEDG7Zxd5mqJbinLJ5PkTz9Folti4soaQCbGW4NUkRQ69zZSq1+DT/9uv8a8//klWdlZ49zvu55vffIkPf/hfUnI1rl1cp72yTe70efJbZ5mea9LpXud97/8I//k3fo0775pmdm8DKUx+/Md/hqunNqjW5hlGXQb9HeanZojTgnJ9ll/46E/x8U99lErFZGquyTNfe4r73/0mRtsp9UmblWsb/NEffYkkTQHYe2AvSZLQ29rGDxJyNeLpF5bF/+js+icB4b/11c8+RsVAWg3SfMgwHiASg8APSOIhaWqR5lOEaRvPsUizBLfssnR2GaNRsL05pFHzMPGolDJiAavnY9qbXTbay9S9GM0wqNYmefHpi+w91KLc2kV7a4uF6TvoD/qYpobpNdjYXoFQ0h/GWI4gSyL2L+4njDTyXLA4v4tef43BoODZZ04Q9kKKwkY3HCyzTJ446NJH10yUrhBGjitcVtZyttodylUXQ+sRxD3iqM/sYoOyHrO2tsKw51Od1hn2HXYd2cP1y6eo1hfpjwLS1CSNIQl74yg8mWNYCk3LkSLDK5dA09E02F4/x9zsBGlWol53Wd8YUalOkOk21WqFkpUiqVLyPOZ2z6LiFOHt3l5rAAAgAElEQVTpVGyLME1Q2pC//IO/5iMf/0lWlk+QDFcxyi2+/lefw61GiHINW0twywYTjblxU6doUehdzryyQqJ8omjI2ePfIw572OY0jm1guTl5amEYBqNBlyIXhMm4gyhIQ5r1Jm65ciOIpISQClWkIMaVGyoLCYZbGE4DTYKSOYKxkyhLFUKmhFFAUWQUhaJQBpbhkWcFRZGidI0kyojzFNcw0XWd9nYbpRReuYYQAtO0b8iUxmQRCOI4+keJklIZUmooJdGkMe6iMg2iOELTdRTaDagPSR5jOjpRmGDIDJRCsyAMQ6K4jyJj6eJFSqUENIdmc5HtrYD1lSVso0cvXEPZVfwwIs81HFuys3OJi+ev8aY3vofK5AKmWmdzy0diU5vdRVwktDfPsd2LqU3OYRs2YXCRWsPEdWfQvCmKNCIXBpbU2OqcZXpmkkr1MKPBMplxlVFvh0wNyfVlkqjCLbfcTa1UZm1rmcnZOlWvgaYrfvDk02RpRi8bkKucslkQdBNUKECTuK7H17/2eS5dHmBS5uvffpLHfv0DmKlOGAxZW/e5+c6DvPrCS6ApclFw78P3c+n4dQ7fOc3Cbg+pdMI84fab7oei4MjNxxiFAXGW45bh8vVtdDIefuQR9KqFXTeY8ub59C9+jre+43XkmYZlm/zVH36Rnu9Trri0ZqZIfZ+0yKAQ3HXXaxgOQz74kz+kgcq/91//42Mf/NiHWLt8AkMX+N0YWYa4yNCKMiKfYunyKoMNxZ79LZI84OTxTbZGPZrTVfI4wS052BbkRsr2MOTqy6scfXCaAwsHCLQyukzZuO7z2vsXGQmo1gTxIEdmA+YmHS4sbbN7z262NkMMq0y/G1PEMaNuhFs20CyDQW+T5sQk6JJUpTiOS+Jb7D88RZq3KYSG4bicOX2GRmsGzwLbmmKqUiNIMwyzoLN9FSkUhnDRzBShwdnz29SmS6y3+9TKE9i2hylblEsG33/m72i1WvS7y0xXyviDbSxriFNWxMEOeToijgdIbZxQ1Gx4RMM28SCgVK2SJ2v0Ax3DlBSZAl2iIpPJXbsJUo3Ib6PXcqYbR/jM//XH3H70MI25Qxy76xYuXzyJ7UlGeZ/r588zvbCbQu4mj3SGO8fxbJdebxvLOcDU9BSDnk+9OcWuPQdIk20qTcHhmx7E9WyiYH28j6uUCMKcPBtQZCkXTl1mu7NCpVKlUqmAkiRJSl7EFLkJCFSeoUmJYesYZh1DFwhMbMtGMZYWqUIhxJiQ0XUNz/MockGaBghp0GjNYOoldMukVquRpAm24yAKEFIiyG5kgSYopYjj4B+fxwNzfL6hW6RpAojxUC1yoigFlaNJjTAO0TSJEAqhBHmWk6ZDNLMgTlKyZMho1ENqfYJRwZ7FI9TrC6ioC6JKqhmsXz9BL1pFFAaokNsPvpmN3ksUacrOzoh7Xv9TLK9fojXZpLNyHtMxaO6+C1m49PpbrC+fxNA3SZMOCzNHuHz+DLv2ujQqJv3uVb79lW/w7HeeZntjnd2HjzJo73Dl2llsL8ETBt1orEYIo2zccru+haF7PPXk33Ds6AJZbGMZDof2H+be+x7l+Wcex3JHxCikneB6GuHQQrd8KvU6Z0+uoJkmj/3q++lvDLAa8Nd/9A9cPH+RF4+fpO8P+fmf/xF+8MJJLryywvr2VfYfddCFYLs3YsLzeNOb3sbQT9ncvMjkzCS6Uly51qFcNgmiCM3IuPziBR56/et46hvP82/+48+hqwHDYcx/+T8/g1YtkecpE/Uqll4mKTJs22V+cYZra2c5dHAvb3rkx344B+hW/8xjf/G7X+bIsUn6fkihSXQpEQIsc57CUDz+xIs8+s67WV3TQQu4vhxgOTqVCRvTMDEUGI5GkSuKvMCquKxdD7h4/jrrSwGMMnYdnuHKckwaF1xd6jDbMDi8fxq/H2CWbD73W19mdW2bPQfq+COf6ck6e/dM0osCfN8HCoTQ6fTb9Ac9TGliVlL8cMilszvcf88beeYbT3P0pkmklYLSMQ2LEy8dJ0h9KhUHWZjs3TdNGqV4ZZPRIGOhXqdSvgnTMiiVJWSQFRKv4iLkCENk3HTwCFHSx7I1NroR7a0AQYEsDJySSZ4lqKJGkiiSoE8YtBHWNEqvkiPQpY0mPKoVFzSIwhiAiV0V/uK3vsiRO3bxhrc/SpIGuIZFtzekkCFh0CMeKuxSxrE73oPlulBs45hDLGEhtIBB5zr+cIU87lCplFhrX8C1pyh7M0hD0d98GU2LOH3uRUbDVdyShalPIMi45fa7KVXL5FmIYbgoBZo0uXj++4TRClKrjbWeQhHH2XgwMYbIRVFgmx6mMS5lU4WiKAosy0YIydzcAv1+nz279zEY9LEcC02MS9vG4FsyGvVJ4hDfH/0jSfTfz0iSBKkppMaNs8ci+jiOUKrAMMcDNMsTDNMkiiMsy7zxrRagCtI8xzQcwtE2aTG2tBqaYKP9JFvbV2lNT2JoLr2dU3T9gJMvnicnRsoRRZ5w6OCD5LJCf22DUtnBq++n6k3h6CWeevzPMM0C9AzNnOSFl74GZJh2BT9IcYgZpT2q5RlM3UNzRpimze6jkxw+fATXSjh6732IrMI3/v6bBP2cm+64ia2VFfSShSEUhplS9gTHbnsdhowwvB65solSg3e++5/xb3/+4+w7MkshfDQ3Q2UK07TpdzWckkYOvOO9NzNa7/Pt776Eq1X58ucfZ6c34tCxO9h37Cinnz/BsVuP8eIPTvCa193FG9/2Zo4eOEZ7ax2rpKEDtcZeTM2iPNEiiUJ6vQGubSOUZLu7Q3PG4bX33csHHnkvf/nNZ/gX/+Jt/PEffI6zJ06QejrnXjnBQ3fdxyjJCYMBtaaF3/PZ7CwjDANTlXj7u39IdaDPP/Wbj+0/coRr13q4bkGWhRjCQEiLX//1Z/m7b32OYiBxSiD1EYYWUmoKSq5FxWuRJX3sko4/ygkDjWZrgkqrzOzMNLOzexgN1zh23266vQ5RXJAWKXkS4EcZexcXGQZ9jr98lbvvPsquIw3aq+vkRkFSBBR6Qpyk7LQjVq+3mZmbYm1ri5nJWfr9HnGQYtsGk7N72eks8Z2/PUVjvoKwFPVqg73TC7Q7GQvTBjffdIyDh27m2999lkZjiiI20MyIRn2Rk6++AFbCaBBSdTXCYgtphmyv9XDLLr7fR2k5Gx2fKO1SqhYQZmiWJI8UyGkM08AydEaxju3qlD2TNJcc2HWAq9c3iGPYWOsxP6nhTVT4T//+N3j00Tcyf1QyUZ/klSe+xbFbbmOjfRFpVentXMOREtM1yBR4dgOsadLBBhRdbMMmzgVkOYapoYQiS0a4pobnTaJZTdJwgyztEA+hUtZxTBB5guMdxCpXyVVBFCekaY8o3MIwymRFjG4abC0fZ+/+m5FKQwgTSX7jpq0hpYaumRQqQxVj9rtU8hBCH5NYQiPPwdQttjsbJEnCdrtNvdkiTVIKlTIa9XFMizgcjUNGlECpjEKl5JlCCIWuGQihUxQ5eTHO8BSyQBVyLDcKxoJ4wzDHawQxljCpvCBXCst06HbWiVKF5ziIQmLpCcP+Kkk4xE9X2VpZ4qVXrgAGt971IAuLtzE7e4gidyiSU/hhn4XDb2Q0SJkoL2AaBbol6HWu0E96hEQsL1/i6NE96OaIMOxjCtAsE9uROOVJ0nCSJO8SR12iIKJIa3h1k8sX2kxOznPo0EF0bR1/1Kfl7uOFJ47TWpjm7W/5BFvL13juey/iTel4wmCifohnH3+K5lSVndEVlN5FKp162cEwdOLYYWu7x2SjjuXpTJabbFzZYBRlLL28xmOf/SRCTmG7Fi4WUpj833/y52hmhYffdA8ladDfXscuV6hXFzh17gyzU3u5enmdIi/Y3onYt3sXJdfhwvll7rxjPxKFYyg++m9/ldkFjeHGFoN4GbSEV146x+K+Ft/73gkWDu/B0iUFKXHskyifueYCRRHxzvd86IeThe+HGZ3Vi9RtjSxJ0AyBptfYuCz56Y+9h7jns++mJpfOrGIUA66urOC4OgcOHKLVuhWhDpEqG00zUHlBpnTyQgdLMdECZ6JG4lsYVg1kTJ6OYflEdYJf+FdfYqPXp9oq4bRytMxn//791Mt1Du47RJ4pDOWwsHuKRGnkeYwwJeeuXCNSEcoUtNttsmiTwWjIG963gOYlFAyI+yG+L5jdO0tRuCxdOc9Lr77AZHMXK5e32Bi2GfRjLi2fY353hXCQYdcj1vwNrl/dpD9ooxQESUIUaPhpF8dU3HL0NgqlsGstLN0l8BOm5l16w4icECUC3NoU69sZInG5vLJCgU6kEvRSyii0uXblAv/6sQ9z4fJ5JHs4+dIrzOw+wDOvPE6hFNnwKpKCWOXkWoIqDIpkFbe4SuZYBH1FFGdUJm7DsA9gmA4FObohcYwS3PB+e6X9pEWKrkmSOGTl2ghNSTL6JIMe/Z1lDE0nHK6T+iG6FpMlKSdevkwQF6Sk5GIss9JthyhKMHT7RuVF+v8JJTaJoginUifLFUpqCFNH2Cbl+jT15gwLi3sZDnpouiCNQwxN0htuUQiJEBqaJhDCQJMOAEKMc0CjKCDLY1Bjkk5gAgVhGCKEQqmx/tMwx4nyuq6PZUxCEMU+hqOjS8Vw2CNOhsSZQRwVuJaOrjS67R1MXce2PGxh0Jq0MXSLRmMR26hSyro89/jv4lZNYqET5TFBmIJuUi2XKXJwbEmWh2gyo1yyKDSBaXjUanO49iR+vMTczH34gcvqWoJZngRjL95El432CbY2l7FMh2986xlUveCht/4oU/8vde8VZdl5nmc++99575NT5erq6hzQCWg0gAYIgIgSSIKEIFIiRZkSFUzZ0lgaU2ssyTIsjTQzi0q2bAVTpihbYhBFUkQgQJAECDSARjfQAZ270VVd+VQ8Oe34z8Vpaq7HV8JFrVpV66xVd1993/++7/MOHeHlF04wPbXBwTvuQPrDjGy/m9/+td/ip3/l56ivtzhy273oqsWBg4/Q6jUQusbclRt4zTblcpk4inj6H86y66693HJXmi88/Wf8418eoxf7eJGg68e8O3OdBx67HRErdLwGbV9y4a3j0Jjl6qmXMVIGz//gOYRrEPRiCkWFdrvJ5QvzmJbCG2+cJpMtst5q8+2//RJrl6Y4c+YYcQz1TsC//e3f46GHHufOO/fgmisUx7s4Zgcpu4SRT9troFuZ/6XZ9c9iA33xe3/+lBWpmEqM6RhUm5ITx6coDatAmamLXUZ2SkayKjknS880kELn1Juz5MfWkdo6prqFTnOFTF7H8XUMNSaTTBOGMel0miCwSGc3sbI+i6EqqJHG4UPvx8yEBA2JlRS4uUnioMux5xeRsk2tWWP3np1IQkxXYWGqhaJrmC4YkUq6YBP7PvlCoZ+dDhy6vqQ0mETTBF7YgdjEsFsYITSCLnPvLhMrayRyLgcP3sq+PUc4d+kqEoEi26iqhonGcKlAux6zdecmwpZBLJqk7BFC38AQNq4+gJncTKO6RLdTZ2NxDjORx+t12bxpO516h2szV5nYMkYUxnTDZUQ4R2UtJDPYIWiVcUwV2x3BC3RGhoYJoxKGYZDP5ul029iOiasVcYxh0pkxFLXK2JbNvPnSy2w7cD9GchuGWUCzE1iJTTSrc4CP62YxzGFiqSKFgmFO0Gt3GBzega551Ott1psdtuzcS9SrEvoR5YXrDI7tQ0YpdEfj9tv3Mjk2jNAUpHQRqo7fqWIYMULaCEKEYiOVGKFAt9chlSj0Gz9zeRRF4NpJULQ+qcl2EEg0y6XTauD1OgR+D1XVUaQKikTKGCEUhFAwDKNPTtIkQlGRsi8OCaEShj5SKmiaRhzHRL7sx0PpCxadVrufYCKgWd/g6rljZDIOhqmCJijkE5w9dYODh++nXV8gkXApjh9GhFUqq1fpdXWqG9dYWnybxZUFtuyYpCXrrC+FTF26wezcEuXFdbZt3U21ugoywrKT6FJDVwPMRJakdQTTsjD1FGGsEnYW2Vi+RBA2GRzegaEXCXyPZqWOYwX4cYuNlWUGiw75vE69oZC0U+hakkJhE1/6wjd4+YXnefCRu9h74B7q62sU8jZXL59jtbLI3/zZ1/nRj/4LVDXJ8W9dIKnkCUKX2Lf59d/9DU69+ga2rfHHf/gX/Nwv/QrlxRWiwOel777Ix376YywvTBO3YPO+HbiOiTQDFFHFLpp0myax1kHGBpZmYid0lhdn6XQDduwe45OfeJKv/t1XuO++B/ncf/xj5hpVyuUN7nv4EbZvu51vfPm/4fckWqHfM5VxXXRLodXsgZdjy8QEntfjsQ9+/L15wp9542+ecnWDjghIZWxefm2G0eEsE6PjNDyNkVEHGcWMZk0iR6Fc9olpsXdfhkpFodJa4/yr0+zcM4KIFTRFYBl6n9cIKKrg9ZfeJpfKYloGgR+hdEzqjYDGWp3QrjJUSmEIFZkYYGAY0glQbZvFtXmKmSLT8wts3TlOKqGzcrXL4KYspq5jWi6qiIljsBwYLI0TeDG19RaFwgDnTi+QSvpY6QGWV2qUBnSSbpaHH/wAUzeWKY1lWS5fxa+tYdtJWp0uup0ilXbZvn0PrW6VsOezNhuTdHKsrTbZvbVIT0hWF1eQehfNTqHqNpnsIL7vEWs+YQSxD66bJZ+3eP7LL2CnLEYmCthKibXyCrNT61y6VCabzRHFHbLZIXqeSafVRVc1fDONlCrD4yVaXR1DT7K8/C6OHZNIjhJFFmHcwrKzdIMq+ewoa+VVXFtDsYZRNR1NFVy+9Cp79t9GIJNkBreRLk2SzwyCInCdEs1Whanrswxv2oZl2sRSodVucfL4yxRKe4hiBWJYXS2jqqDrMe3OBm4ih647dL0OqqZhWiZh0M+pd7s9HNsijuj3AxEDETKWqEK9maWXaEIjCPuwZElfaQeJ5/VjnFEcoiD+iUwfxzFRFAKSKPbRdQ0pI4TWr+tQVRXLtPGDDp5X5dypf2R95TqL5SVGRsc4d/otNA0KI0MQhDQrV1laXkENbGTQRTd7ZLMjjG4+TNitgBGxUF5AxBaTW+4nP5gkmx+jWEih6gqjI8OsrrXZtvUBXNPH0iwW5lpkCzvYaMwh5BydbhmFAEO3kJ6KartYWoEg6DA2PsHy3DSWk0YqLVxHoEhQlRSvvnKZO+++k7/63B/zpa/9HSPbHdZXpnGcImg6hfwmXj/2Ks2wSy5R4sqJS9TrbTbmq3zmP/wbpBZy4MBthK0IXwacPP4am7blef+PPM4X/+t/YWN5hcc++gTV9VWuX7mCF7TYv+8W4kDh2CvPUxywaLV0JsYPsbAyT7vXImmlSSfzXDw/g+sqJDIpNtaWuO+BI3zw3p/AHspgqCH7Dw7zyjMnOHD3EVQl4pWXj5NM6wyWNuH16lw4M0e2OEhpeIAw7NLrBjz+kU++Nwfoa9/9q6d6SLr4zJfrbB4fYn21ipXQePm58+SHLFKWQWBqvP5qmVw+wfadg+iRIOkUefqL1/npT93Dan0ZU/UxDZNuo8P80gYDxSJCNUnlRliovQ1WD0WEZNwx7GKbHxx7h81bJ3Bcj+XlNYTfJlscRzV96p0q+NBpN0kmbXShEoRtUnkTN5ug17XwqpJcySYKEvjdAEmbWI3JJkrk0kMkczbPfeUsO/fmEW7M2nwHTTdYqsyi2yucOnGZenkRw7SxHYt0qkAYx6TTOS6cvUQqOYYX+qSSXVbDRRS1g6pPkssmaXZXsAwT18ng+QG7d9+Jmx3Gjz0SeobM4Aif/6MvcP8H78RO1Mnl0lj2IEFgMlhMkCgWGN28E8sOUUSChKOzsjpHtpSi0Z4i8usMFPdw8fwx1pZaRLFCvTGH7SYwjDwKOqnMIIEPhjDwBdjpAro+TKCYCCVAkSqmk2Lq8nGsZIob7y6zbXySTq+D7/kIw8a0XITS49tPf50d+w4jpYdhGQyWdvY9ksJACEEqm8cwE4RxhCp7xMJCqOKm4V0SxwHdToTrpnGTKWQMiq6jGzpIiVBMolgiY4iFRNMsep0uhiYIwhBkhBAKnuehKJIwjAHlpqWpDxOJopg4jhBCEIYxkphYSnRdJwoCwjhG06GyscCxH3wZEXdQFJ92S2F480EU6TM4Mk59/Tqrqyfx6v34Zq+zTs9rMThis7q6QBh38KMifmOJRHKIVPoWwm4PR9cx3BBpJvF7LYLGEhnXxEyU8GWajWodx7TAyBN2y0CIoQmmboSkMjn8MCJb2IsqddbX6piWyerCRdz0EOnsCJrYIIpMVCfF5PgdVGtzdCPJD179Hm8fO83KYpt3Tr3B9I0lvvfyt1krr1OerjA2uYX7n9hNKlvntqO78IJF5m9scMfRe/i7L/8BK+0bZDIphNSZuvoWSjKLm1cRUQJV2CzNzWKnTTDmGJs4jKFV6dJk775HGR+b5NYDR7l8+hiR5dAudxidGGZyyxBpR2f6rWv8/v/zeQzbpddo8sWv/GeSCZfHP/mT/Puf+W227HHQzCzZwQzV6iyppIvlWGh2h9WFJaTZAdHiw4//0nt0gL72xaeuzd7ATTkMFotU21X2HdxLeX2Gscyd7L9zhBe/eZGltQ32HBhBY5QwrlPI5XFkwIE7hwhRef6ZqwyVxlGIsbJJTCNBEAiCOMfZi2fJ5F2QAVEUsHlyL/PTPsNbRpDhMlEgiOOIjfUGQ8U8ul1EUTzSSZu0myOWHrousEwTECT1HGsLBp1eiGlUcNwE7VabdDqHbiQQik0vrFDMl1AthZd/cBnXcHGzAs0PME0H2zRYm1/GNjLkijkUJaJSbWLZLotzV3GTKaIwQkZdqs1FEmYGVY9Znq/wxrHTlApJIl9BkzG6ZlKvh7SaIaof0zOafPFP/5pf/41/zWK5Rhi0MAID3SmiSIkQGmHgEMV1quuzFEujrFRXSWkBrfY8hUQGTXgIcwuJ1BCqobE4f5ko7uL32sRKG8seIfS6+HEbRdNRgghV2AhNQ4QB3Z5/8x+Dxsm3X6eQ38Gm8THCQBLrgsALUBVJEEAmP8Tk2DhOOoeGiVAiwligGwASRWhIGaMoglZ9nUQmhyaSSPq2JYU+Lk5VJYoSY5g23Nw2VUXtv48rkpWlGyRSCcIgJg57CFUQxJK+Li9vmuflzfw7CKEgCUEqdLseq6ur2Lb1TwZ7TdMRat85EMYhZ1/9OolMETchWVl4h7mFGiMDRW657T4GB7ZhWS5vv/46u3bdyvzSLNL0GBi6h9ZKA9c2qNfKJJJZgk4ZOzFIwhW025J29xoyXqXavkGzsUQmPdpntoYCodRQtRSmoTGQG6VcPouhJZChiWu18XoKuw48hFCS5Ia3EXkRqqGQcBOYrkDKBRShkMgewg/X8L0ep16fZe7aNK9+/yVMO2Lz1l3YSZe15gqV5Taf+qUnOPzA+9h3YDeH33eYO+7eyuKNWfxeDEpAJCM0PSQM55mdnsfUTBQlIo4hkHXmZ26gaQmK2XGEDMmkCpQ2gZRdVspnuf32D7BRXqLVaTFcmmBleYFAuowN5cgWh3CyGrcduJU3vvM6//DCS3QDyY986Cg/+fMf4Kt/8RWWVzdQFYVf+q1f56/++B94+MH38eSHf4xzZ0+gm2o/SiskQaAQygjV1PnIBz/z3hyg3/jWHz0VdjVSuSSrKytMDm8iEBnefWeJh57Ywe//1t+z92iWwDeIOwOcOHacoUmHXDIDkWQoo3Npeh1FTVCrBxRLkyyvBiiaQ9sTdNo9hFvBD0PiTo+R4m5qywFoEkfbQMYxpq6jC5VMNo8nYWN5kcGRMXq9Co6uIn0PVZO0GgrFwl6GNydYrbSIex2GR5KECsT46FqMrlr0em2UWKXTbdCLFxka3szqYpO4FzM4NoTX7uBLi03bB+gGP6yC0DHdLO1uBd3SaNZ9BksZZBQjwy75bIZGXSds15jYNEom5VJvrOCaCcKox94DD7M8P4Ufe8ycn+XoQ3cg44Cu18BUTcx0tq9Qi5hkxkXB5cb0u4yObwG5ShQl6YSr6IrFestHUzcT+0a/G97OMTiWp+MtUUptxvcHSKfzmEaKt998hl5zGrdQwDEFUdQ3lKuqBaJLEBts2bwf2zaxzRRCNVAVgWroaJp9M1uuYVo26awAXBTFuAkn1lFV4+ZnII5A1yIM1UHVbfrLp+hTmUwLobv9tIyqEwudKA6QUtDttUEqWJpD4PtEUY84AojRVEHoR/h+RB9b16/0iGMQAnTNuglNVkgmU/h+gFAlUvqoug6xJAwDigMp5lemWF28zInXvs8HP/op9t72ELY7QrqY5blvfZWRsW0YyTzz82cI/WUSThLPH0TRk6SSGo4FmpvAb8coYZeZ1TaK1UC1OwRe/5lCVQ2y6WHq62cJZIfljRWCqEMmM0plvUIiXaJRuYFtF9CdAazEFhzVRpgxohfT6nnEwqO2scLTz30Lv7eB7cYc/84b1BtpTDvLyHiegZE0w1tyjGwa4O7bjnD56nfYMbGZux4+QiBXWZw6S6teYbCwi2qlQqu1SsJ10XTBwNBeFq93yZaSTGweYnFpiWQiS7PdYiQ7wuGjt2GKJMvra1iOw2Axxasvv8XgqE3c8MkP3sJKucX73vcQnXqDa1cvkS6NkEunGStNMFzK8su/8Jtcnp+nsVzmM089yeF9P8bCdJmxLYPkhzbTbrdoeoscOXCQmufx2Ac/xNvHXyQiotmoU571CQMdJ2UQNAKe/PH//0T6fxYqfM9X2Ln7KLqcwNRS3Jhb4szxa5w/uUClXeMnfupBqhtdhocEm7eOsWXnVtLpJF/7ykUuvr2MNEt4XR1b05jYlGFufhZBBIqHa6jkcmkMXIJewPz8Bjeml+jq82AtsFJZJZdyUaSEyEfSIekoFIsuSVMnDGK6YZeeJ2l0ekSoCNsj6mmkk9Dqtmi1bQr5rXhtQXnRJ4o9XEWf1QgAACAASURBVEcjU0gxmCuwafQghqqxaXKI109MMTO/StQTdNsdui2PVFKlNJzEdB0GiwlMw0LXsmRTJmEg6cmQIFSRscam0W1ojoPmGNS6EaYlkFoPOxUwu/AOb514nc1jm4mtCEKPnt8kGXt4XY1Op4dte8RyldJAlljpMTS4ldDXKVeusVZ5BaE1MYyIpBnhui6GG2FYRbxogavnv4uIk8TGLoxEkkqtih9XmRjTsRM2dniNlRtvcuXi85RyWaTqg8jy/e/8Fd3eMpcvvcZ8+QyxJun0PDTNwL8JA7FMFdtN8tT/8esEfhNFiW/SjriZLw/RdR1FUbDcIoqeIIr6vk+hcnNzVImDDoahEUZdCLrIwCMOusjAp+c1aAc1hBoDEEY+Mor7MU1dwU1Y6LqKEIIoCjBNHUmE7/fwQw/HSSCUkGMvfZf56TlcK6K8cBnF1EAPqFVqLMyu86M/9q9x0ybf/trfceUH3+DqKy/zud/+U6KwyvWpZ0klmig0cU2TRsWg3e2wZecWRvfch+7upBeaoA2ALmg31sD3iDpRX/CKVRTFJug1MTQNTRG4bpIw8lhYPUcin6IbJHDyh/iHrz2N55nYjiBQVU6//Q4vH3uZ57/8Nb755a8wMFJj/6026aKNr/p88FP/kivXVkjYk6jKJLFMo2uC1aU5Ll+ZYnxiL5sOHeRbX3oJGcSsLbXxwyZ+0MQy07hCR9JDkODGxSU279hG2C7yP/7qB5iGQxSEFJN5urLNWnmFwsA4Stzm3atv88pbT9PrdNm99VG2bL+drFNk7/4DbKy3uHD5ApXKOjfmLzExsRUj0eOrf/kMsW3S8lp8/Jd/ltH8fqrNGartVbqhoOOt0vY66L2YVC7H8VeO8Yuf/hiBGYHUMR2FXClLfijJYGYnppb8X5pd/yw20OXyxadSeowv0zTb89i6xbkzcwyODLE4tUFsNzEVlS0T+6hXpzFLOsdfvIGjZdh8YDOzczVsW2Xrns3Mz6yhxYKHHr6PuYUFqrU2I+ODLC+u4ToauQGFUmEnfryGZVlYsULsCVQtpNOJ8KKITMZE1TXaYZ0g6KBpLmEMicQAoe8RR00una+hWyEDOZeE02B1aYXCaAEZq2w0ywyVxrh27RLr9XnyiSzbtm+nvFDjvvu3cPL4NVJmj/m357GTebqxhZMXNBrrRFIlQmCiY+gqRAq2NkgoG7TjLrncABvVCkHsEdEm1hs0WxLPT1JbKzO2O6RRrrBl+04uXXwXW1fxlQBTj3ATCl5zHRnFDI1uolqv4qRNFhavYdoRtm2TcdMogUBInW07jtJpr9Ksb7C8cgFdU7CsYWw7h65puKZF1+/h+Qal0UNsLM0g6ZF0HGJhMztzg/nFc3Q6CzS6CwRBhZnrG4xv3oNQ+sPRcixkLJHEICV3HL0PISyIlf4QRfRFnCgGJerDiWX/HVPVJEKoNxsyZb8+GEEYBgihEYQxKBDFEYqQxFEIsk+bj6Lw5vYKsZREsYSYfr2GlCgiptcLsU2d77/4IocP385GrYLjGFx/92UyeWg2PUYn9nD51Hfp+kmO/+A77Nqxi+ef/p/UyjUe/ehn0VNFyjdeZ9eRPazXZjDtLpfPXiY/kOL86VW8ruSe+x6m2WsRByFSsbl04RlSaR2Bj6H3Y6GNZkgxv4leZ4ModGi1EhiOJI5brK96ECXwOnX8bp3zp6ZprfdYuD7Fm985zokTr3PuxGtEseDq1EXueGSCWLbIZsbImiEoAa1mSNQzGRuf6J+0moLpaqiizYXzZTZv3Ucum+bUqRdJZQ1e+NZb3H7XXeQzO0m4KkHYwE5MoIsCw0N7KA0Pce7Ui0wvnCY7YjI4MMyjD3+S2enjVGodXvn2HGgR9e4idlIhm0sSdDXShQyalsI0VTRN5/lnv81d7z/CHUcO89zzz/ITH/8Ev/LJ32LOXydpadx22262TkzQWAt5582XGNkyQToxTDFXohe0WJxpYNoa333uFYqTCVbKFdJpm07DYGhcMjiQodcOuPeBW9mz95H35gn/J3/8b566MbNMealGeb7D0GSeuesVCqMWI5NpEkYCN6FDK6RQGubEyUv06io7dmeY3LmFudlZNEPQ7kpiHyIBb508zbZtuxAqNDpVTNVAEnPrrY/S9jbQseh4a7jpNJYlaNU9On7AwFiJjVqdpaV1Wt0WtY0m23fuZ2OlSxRa1BoehgqWIxkaGEBRHU6/dZGUNUzLW6XbWEcIk0a9g2nHSBkRewYTY1tYWdtAFyqbd2R58TvnOHRoNzFttu8ZY2Fxg14nwA8qRKGCokQQqmRyJWqtmOWVZeIool4OyZcMQuHjewFEGp1GB8PqoWoRjp1ksDhIrVUFZhgcnqBX6XH14hVUkSafaeAm8qyuVcnmCrzxxkvYjiTwdJJpjdgz0UUKL07T6KoosYZULFrNBUx7lERqkliJkVH/nhaKhpsepr5eQcoAQ0iEXcJ0iqyUbxB2OuSyHdotn6Bj8vBjP40ijf67pQK6UPsNrLqJJpR+nl+Y/eSPBImEm2+R4KMoGvDDn/sGeiQoCjdBx31SPBJUofWbLaW8+R2EAjKO+4q7lCD7inoY+0RBTH1lhtee/xr5oRFeeun77LnlVsbGx2i2WkRxTGNtjqlLr7B4fRpVr7J/z37qXsCZl57loR+9l9LWnbz+nRf5t0/9DpW1DXQRUWtcJghXMB0BakzUBT9uk80WuP+hn2Vx8ThLs69xY+4ckR+giDqh18XWU5i6TbNWY8vWB8klx0Apo9kxrjnKzl1HqFUjusEsdkJHVZNs23YrmUJMsjjIHQ8+zKGjh9hz+0EO3ncfsglz1y+w41AW3+tSq1VIOSOYFkSRTbYwRhgKhKIxc2OeYnGQb/39s5i6wf2PPMAbr76AYvRAVzlwYC/VhsL+W/azuFhHU2xsA86cn6Gy2uZz/+EP2HFwjDDqEvkGER4p1+Hau5fpei1uXKiTG1PwugFCKmQSQ3SqPqphMDBQJJ0uMjd1laN330Mcw/jYKKfffJ3/9Lk/Y3hgknbYobwwxb0P38P2yQmEEGzdto0LF09QzA1Ta9VwIovX3vo2iqmzd/N+yusXyBUGaG2oxDEUBhXqtSYKLtcvd/nRD330vTlAn372z5+SZpN0vsPgpjxRLBgds1lbWcN0u1y7uExzPcmmHQW+8BfHKBZKNGsRQ9tt1ivryFCQymdYnF1DFxFeEJFI2lQ3WnQbHZyUgh+16LUFsQhxNZeN9WU0wyJtjNHuabRjj2bQYXioSKfZQgiBKVwKpRyG6GE7KWrNVXTTp9ftb2vNuk7Q8TlyaBe+4kMYk0irRJHK0OAkkYyJPIdcqkM2Ocziehmhp2k3QkIRY+QLeO2AXm8d07bIuGm6rQDDFLTqAjPhMbeygS9b2HoPRyZphTENf410MkUsJcIPcRUd17Txeh0cO029WqdWrTE5Nsb6eouV7jsMDdxCKl2jHeSRVgO/bTI/9w7JtE46XST0UiSsMYQ6iZUaAMVEqF0iJUYqPrZdRDUGCbwQReqYpoFh2Xh+D13VSaZtnMwAujmAVAy++fU/JZNJsvPAA0SdiNHhXQwMDeMkB2i31jBMExQVTagIVeAHvX6DpiKAiCjyUZSQKPIQmgBFQ1UMwrDvy+Sm6NMnv6uo/e4RpARFUVBVDehbksKoi65rhFFILGMUlP7fEn3RKIh8fN/nlae/yisvfZkP/9Qn0CzJxOQhFBng+T6qpvDm68fZfcseeo0ZMmmdG1fLXLvyDiu1d5jYupPFa+dZnj3Jbfc8QqxkSDkJYs0EYirlG+QKGVrNDgk9SbaUozg0SavnUr7xFrFaQYSgmh3evbGGaevgb2Nga4bb7/oQerLAiVdO8L0Xj/H+B+8ikd3C1LUVvKCNQoso7tCoVllbm2dkcCfNSoTnB9SrTRobSxy5fQ9z715hy6CJnYgJ8VEwmdj+EH/zn7/BrXfejUKa5dUFer5O7LV4+m+/zr/4pV8kk7fZtnUzfreLFzaJpUen3eCJD3+AuelVFuYucfDQPn7v3/0Rly6c49O/9jNs3i64fPkidl7HMBQaG11+7tO/zKk3v08urfL4jz3KjdlVTCsiV8hSTB/h+rVLRKLJ4tQ6uUKKXClPKV1kvd7m9/7VHzB+W4Zb79rJyvUuWkLlc3/+70lqCVZW6uSKKYQmKRZKqCLGcUJeeu1ZpCMR4TqZvEmmtJWVxRvYxTb1dcnw2CiZnMrVc+vEUvDhJ96jNqbP/+lvPfXDCl7NMPneM+fxlR4DIwlUYeB5gmuX5rl8boO7Hh7hxrkVRsYNTHsIgPLCFKYJK/Nt7nv4fUzdmMVQLRI5i0ymgKKGREEXXXNYr1UI24JEpsjg8CBXLy7SbXlUa2vIUGDYBs2Ox2B2mIGcjqM5eHFAN2rT8CooqqSUT9NZa6HqPtWmh56WXJ9awbFT/aqJWGWl3EEVgtAzSORbiNil67fptVdA6/Dg/R9haf5dBgYUIi9GCJ9GpcbwQI6wHuIrOkNDtzA1cxHLifEDiWbrLC/WSSUtAr+DaRmgZHAto+/dMw3QLZAxrq0zOLCZ2fk5hBGRT4+gmwPMzp0ml8oQhoI4VNFkD4kHSgPdauOYDjJs4YcSP+xXB0eBThQJNDvCsXRUVQHFx9RMLNMkljFRqBCjoasJTBHT7jU5cNujvHv5GVC7lEoT9OqrGMkhDFXQ6cW4rgqxSoSCrVsEkUasKEihY+omYRigaioyAlVVb1YH97dNVe0PUVUT/Wphqdy0F6nouo4QKqraZ3j2vZ19zJqm6qDEhGFEEPQz7bblMD8/xft/5CPsOnAbr7/0P6nXVhka3U0cCmIZcfrkRY4cuR3PhysX3qGQVql3VRJZHcVrolDhxz7+WaaunKXVqDMxuZ+Xv/cCl4+9SLUzT3YojQxDNGI8L0bTYgJvDUSO9voiYdDGsBK4lo2tSezkCFtuuQcjWaK+FmC6aZarr3H0wQ+g+gWe++azHPveq+zZtxMt1d/Ic3mXpJtB0RO4uSzXL01x7cwpmt4i514/x8L0FXJZSXlhlcHRIrYTM1y6BUV2yA2N02lCp90h6LSpVup85NOP064uo2kLrC7Nc+DQw5x9+yTCBtexuHZ6mrnpaT700V/kX378V3ni05/i7ocOo2sBZ958EUWF6nqLalnn3vc9zPxCHemVib0IYfh898ULlEoDFLMHCJQem7cnOX/lKvlMgVsP7iaVTbFtYgf/7lf/d7qyw6d+8ed55ks/IDA8kkWD6Wsvs233fsI2hNLD0BRefuF5Tl17jUd/9KMcP3EM1wiw7SSZ/E6yaYNWbQkZGCwteywv9mjVVHKZcbwo5PEPf+K9OUBnZs481Y0rLJc9Tr9xg92784xvLWLZeca3DfHsly/gtzykHbE2H+IkYXJ3Ftd2CHot8qUEqqKSHdGoVRvccstuvCAg6jWZX75IMuVgaGlKowU0y0a1PGTQJvJiFpeWUURAcSyBbsVs1FbQRcjK6gaXrs7gFgp02tCLGkQ343yNRh1hxGhCYXBcsDTVZCBT5J2Ll0nldQzLQjU7CKOJlD5SDDMzO03KjlBRsUyT9fYammoTdnrU61V6nqS2UcEVMSkrgeo4DG/axpXzV0ilFcKuQa9tURxyEfhksymUUKferhHHIZHeB2WoscQybHp+jIwaNFtVcgM5/LDB9OVrFEsjjI9mCLs6gSIpDu5BVwWGqqBIB0XqNOsboKWREiyrj5UTKqhArEj8KEIXBopQ8KIQoQoczbo5/CBUDIZK4yzOnCEKN0ioRdBsjLhBMr+doNchkU4TxwIhLExNoeN3+u2UiL7dRQYoio6uO8APO4lidAOE6FcMC9HHzfW/5D+JTj/8nZSSMIxunvfcpCeFzM1fZ2x8giiMsG2DZrNJJp2h3exx6fQrNCrTDBQtFpfrlIaGeeV7X2LLjgFMy0YBCkMTxFqOyBjjzqMfIvbbzM+v4YfDFAfGsJwi1Vqd61PPEZgbhGHE1UtXsd0sXigIpCQgoL5RR6stYustvFhgJ9IEgUpEQCjbDJQmufbOSdrVk1w4/xoJU8fv9BjadAtzVxa4duoiCdfh/sceY25+nl43JplR6PQaXH7zOCe/c4o4Egxtcrjt3ruY2H0QM7eFW+58jBPHzlEcmuQb/+MZ9h65m7AFW3du5Q9/5w/Zf8d+No9tRhFrzMycJ5XV6TUV3FSBtJ2n2evDdBI5nVBt8dKzr/Br/9ev01irMDwwxmuv/iPJnEUYxWQLLkePPIaTKFCemyXj5ojDFpm8w/6th5haXCOZ9tk5eRvvXH2Ty2dnePzJD7G+0uTP/uAv+frXv4+eSfG33/gLfv+z/ycYCTreMqMjBoYOFy6dwNHGsSwdvxPS8iv43Q6Foc34LZ9Nw7sw7DyEBXZu28vF6ydp1kNSzji2ZWDbNssrZbbtKnHfvU++NwfoWvfiU42lgGq9hW1qpIdUtmzbzXe+eYYTz1zgiZ/Zwt6DBzjz9hRj6TzrzQrdqk5lo85HHj+IJlu0Ky1MQ2VjvcryfI1SMcvJE6c4fGQvhAlaYZu0mWZ5YRFdFcQixfzSdQp5AzedZ3RoksDrkDRS2G6SoeEE2UKeWk3ipA2iICIIQqKeSjrjojs6Sigh6AsXvoRsKoWTFDSaPVrNCkPDOYQQFItJUEoUs3mC2MdIGuTTw8zNLAEBkQc92aEwkGV+uk7sxdTWaixdX6DZbZDQDVLFAid+cJkrJ6ZBydLqwOqKT9pJ46YFUrVJplM4zhCN2hRWMsYLJL2gh6EmGBlOUl5vsG3nAS5fvUJpOM9GpUll+RqmrSFllpWNEDsVECoVTMMg8lS6nX7bZBwLZKxgmKBEBsmEixAxRApRIAiQQIgifVT6vsu1tSlMJUYaOXLF7TRaTSwnhWnlcB0H0NBVCKIIVZhoWr+GAlTiUO9nygEF9ebGqSDED+1NoEiV+Kb5HRRiGSKEiZTxzcHZP+lVVUNKkHgkVJXBkTwvPPPXDA9vx/d8FNVAVQyk1iWZzHPqtWOMTpS49/0fo9Vscub0s1TXL5JIl1CtIc6c/C5Tl07SXr9ItX6J5eplUpkxduy+h1h1qNbqbNkxTnn+BFJo5DMOA6UJ9Eij0S1jmyodzyOIYqzApbDpQZzMAL2WRiuaxQ99wjhievY8QbOH5ca8e2WJ2LOYubHCsedepby4CopGvbbEpRPHaaz2kKFPFApqK03On5phz1172XGLQ8NbZ8vkfVw68w7Do1tp1dfYNLmLS2fnOPrgY0jFYKhQ5Pd+5/d45IkPYkiJk7ZYWb1CLuXQaDXRHJO4Z7J1fILy+jzrK20+/rHPcOH8GT7xqZ/n8//l8zzygQdQaFNbDfBkA9/3scwEh269HxGGjEyOYLkJlpabWKrJSrPIhbfPkykKTKPBW8cXueuenZw9NsWlS7OoSZMnPvEo973/KH/6G7+Pnstw6K6DrLYu8ciDH2ejEnHn4UcplcZJJQrMTZfxgxqtsMvCzHlKQyOMj04wNjbGnu2DvDs/yx2H7uX8m+9QCzyisNe3qqFQXW/zkSffo73wv/mrH34qlU1x/I3rDI4UWV7rcfb701iaz0995nEWlmYoDqe5em6Z0oTOjl0D3Hp0H6feXODG5WXGRvMkEypoMaECh2+/g/LSNQrFsZvsxhDHTXPjWpmBoQxuIkm72UFFMjCUIZ1MoZsJynM1FF2y95adxKGg1+mimymIAjoNj2QmiaYoGAboqoaTsDFcC8spgdSIpYFm9uj6PWRkopoZHGeMWtVgYXqGiA4yFrRaAbW2j+EohL4KhiCfzZJLb2Jptcr27TsZ2bKVdtwmmdQQSoyuK0zu2IQiQTdCUOBn/7cnmBg3KJcDmvU6jQpcPHOaqJPhe89eYOveEm2vRj5bYrm8jqYq+H6P+uoatdoaquITegqep+G622j6MxRzEzQbXYJoCdsdQEiJEtZYWT1BKr0Zv6ej2QFRoCCFBoqJJlQCGaAh0FWLWIKiaqQzA6ysbrB912H8OGR0aD9+GCPigHavjdCSCL0fq1RVhTBSbmbRJZH06DM3BULEKAoIRD+KqfWHaRRJhKrc9HP+cFD+sDmzT7L/4ZsoUqAqgrXyNG+/9jckEhaLC69zfeptdu050oeSxBboKrtuvYfjLz/LP37zi9xy8A6qK0s06wG33X0/eix449hfo1hdFFel5XkQOtQ3agSRx6aJPdhOikalgm5B2FvAskp4jSZ1r4pqCGJUiAUaMR0ZcPi+R3jr2Dtcmb5EJqsSRD56rGIoJlt33I0m2rjpJHoiwLIi7n/8x9l58BAHbt/Fvtsm2XtoP7bTAhGTTuhs272Po+//CKqpEoYbGIrKlWNzfPeF50mnHLbt2sfFK2+RHYwY33QLf/K7/zfnL13gySc/hm05WHYC2zRYWb1GMrGJynKbfbeO8vk//FtOvvMGP/0Ln2HT9r147R6Dg1tAtbhj/xHstIkh0mzfu5/TJ09hOT47tx9FyAARSdZWm5w9e5b7H3iY81fOsV7fYOeOw5w5cYnR0VGm5tdYKS9Rrzf57G//Mrt37OAb//3rXHv3XYRlcus9+0nbae5/34cpryxxz10PsTB/kbXldymvvks2M0q3XsfO9lCxadR6ZAsWV8+cYc/uO7l47SL5gsnpM+8iNAsZCXq9HhKFWAie/PH36AD1g7Wn/voL38U2A9yUweSWCexCg5HJJJ1WHb8bcer0KgOJAsObY3RLxbazJIZjMNsk8gZeVCAMdUzXppjJ8f2Xz5NOaVhmhtJghrmlRSzHZXn5BrGsc+DW25mfboHi8e7VZRQtwLEljdYCr3/3Mqm0TTZj0mxHRFEDXYsx3RQJN0m7UsPQBe26T2XVR0tmsdMWK0tNEnaahGMxP7tCseQQeB2iSGK5Vdr1BraZJpEqoqlteoGkOJCi05AMDyXotqEXN8jlE7z5znmaaypbdw0Sdnxs28Xz6oyMjpNOqQwO5jh56nVWZuokUpNMjhZod6u4mRJmxmR8r4ahZpAtg7dfuUYvNBgYHSSREbSaPtlCAUX65NIFPK/GyMgQq5XTXLs6i+VEONZehKKiihk6rSsYlk6zOUO7V8Y2h5BxTEwMUR+yYeqg6YJe2O3DOYQkDFUKxXGkaqMoRr9vXlVABctJE0c+N58y+0KQBoEfoigCRTFRlL5SL4TWP7+J0VX1/1PU1f4ZL4lv+kUjYhmhqTpCaGiadtM/quH7PRRNoJkm3tpFFGr0Oj0UzebsuTfZsf1upOggjDSf/5PPglXFcjS2bH2EbTvvZO/Og1w+9Y8cf/NFIhkzNHKA0K8gYw/ooQiNqLXI9Utn+U+/+2c8+tHHOXz7A6zNXefcyRmmLlY4d+k6e/ceYd+eD1OtrICE4eEsN5aW2bbrPg7su53VpTlQfGSooidVUomthEoSjXVkrLH/zg/TWK3jqgtofo356au0pEUiO4ppSmzLYG29QjaVJwwjesoqzVqXW+9/kFvvvZuO12Z8k8bUtbdZml3iW3/9HEfuPcqtR+9GS6j9TL+iEHotPK/C5m23MzU1w9994Xs8+amH2XfPoyStNF63ja5FmEaC8uI80+XrvPi3L3D0R25nen6areM7Ma0JXnz6GyytTlHrxmQyDvt27OS149+kG1QwRZJYNVhbbNBrS/ywQ+CrHDxygNefeYNL194hsmIUGXHvww9w6NCdZPMFLCWL142pVGfw/BoyAKEJzIRLMpNndWERN6PS81poUpJPJZmZvkpkVFidipmZqdJrB8Syi6IoJBNpvJbgx3/yPSoi/fxPfvKpgdGI7XszKJoAUcHUdVxbRQYCL/Q5c2KZ2w+XyI2P0GhtsLG6QirpUCjY6KaFbgeceXMFv+axvtFmZMIjkRSocZogbLB5NIdUJKoaI6OIlbVZFFNBtwPisEOz2sZ2A7odwaMfeIxarUZlrUatUkNRInTNBFWh4yuoKMi4SaUWI/S+fcMQgsHhQRA6nV6HgUFBEGTRZRtN61NgpKKydc8eHDfJ4lKdC2cXGR5IksknMPVJ6rUlHNdgenaNVk0nl8gSOSt91dhQKWQcIj+k7q2hmQqumuinkOIqzZqFk81j2CGtdo1eSyFlJZGqz/DmEpod4/UEV87M8cpLp9l1yyYSCYXmeoexsUNAl/kbDXKFIo5h47olVF2jPD1LcXg7Kgq62kbTAkxjGBSTKPTQVQ0hIIoEfiQBtV/rG4KMVVTDRiXoG92FigxDVKEhbp7slq4j4/jmOa6g633Ckab24R39CKdECAVViJvau9IXjm72JcVxjIJKFAL0WZ1R1O9jUlWdfk6+/xmJyvXLlxEEaGYGGYMfGGzafhAZanzpv/8mA8M6Qo9QApO9Bx5FNwTT58+yunSZttfkiZ/4BU6+dZyU6KecYiVCxafZgULK5WOf/hivPvv3vPX2V2l5LTKFIp/4V5/l6H0PoZubcFIupdxmmu0aquihKx1yuWGQBrnCBFu37eba1fM4WpL/l7r3ipotMcszn52rduUc/hxOzqf7nO5zOndLnZQlhNWARJAFmLExtmHMAGb1MrMG8Bi8yEGLQWAJZLWQWlKrW50kdU4n5/Pn/FfVXznuvOeijphrWHOB6r5W1UXVu7/wfu+jx3YTCFpIwi4sY51maQnPaIIAnUYbVZOJJlLMXX0ZRQijBjTiiSQby6tcu3EDPawT0vKce+sqz//Pb1IYGWO7dpFIJsxYLs/MoVlefOk8d99xmLlLN3nj68/xzivvsra9TVSJ8ezffx1R0vjIp49z4/oVirkUFy+9TXnDxeh0yebD7Dt2kvNvXeGzP/cT/F//++9z9O7j6FqQt994GT3qU6vXuOfe96EIMpFkhGs3zg8fbkKMdDzDlfNX6Dht8sU4SysbOIaLEhNQdJ9f+7Vf5bbjtxGPZVhavEE0Bu12n3g8wtbayZBQbQAAIABJREFUJog2mqLiIpDJj1JaNwmrYTrtKr4gocdGiIc0CtkpOoZFu6mytryFooEriOiREIos4ggGn/hhbeH/6m/+7yc7DY89+6cIBEyMjkA2W2TQ72KYDsFQEbtpcfLRB2k3dhj0BiTiMv2Wx06pSTIVA9+mMB3g2W9eRJJDDNo+6ZRPMC7TbzuEwyKqpLL/wGnKG2UWF5Yx+wonThyiN2hQqfR430OPkUjpbG2WWFkpo2o6+YxGJpLi9qMnGTgKnt3BcDQUdYxIJIFtW2haiO2tEntnxrg2/w5aUMEe6OjREPv238by0gIBOYcScChvtmjudElEFMIRCAcjtBrQqm2QHtGpbjfwyOD0W9z5wAkWF66AJhAKpXnnpcsIQReUMK2mSTIVoF0b8NBd9zO3dJ5UKkpQidDp7BCOhFEEDdm3iUbD+I5DJCiTGkkxPpolEU0RiMtsbnZ5/bs3qNe22L/7MJ5gEXYdFEXHtdcZWCAJKoHYFLLUoV7r46slAqqOKIbpWwaiKqNIArIkYloWihoYVn6Sj2HZSJI8jJcLyHRNh1BQxXEdXNfHcoZpWY7rAQ6uN5yfisj4gnDrhHJIuPRdD/dWkIfnCciyhOPYgIBr24gyDNt24ZaoDytTyzL4QTvv+z6ze4+w59j7SRR3MT6yn/z4EQTXxXE9mrUzbFfrmK0oP/1v/5CpkQJvvPk615eXWb66wo//7H/g2ef+lJ3KBmvrJaJ6CE/ZzesvLPNb//3zxMf2c/mtr2OKJs1Wnz0HPozV81hZ+ybnLrxDJpVj5fJLRLNJGq0Wgt/HdQzWt26QTu0HSUBwdcJylWhAZKt2hWp5Dd/vIMkejmUhyBKyGKKx02Tf8Q8wvzyPQhinb9PtGRj2Nq+8/g7JeApZm2Z0YoaQFuDA7YeQXJelm2skszIrK2Uuv7vB7/3lb9CrbTExnWZq/17OvvsWf/OV36fT6/Ohj36EqYNTXL1wFkvqEQjaREMqR48cZ+/BfeyUu5jGgPHRLK+/doZao8vcjRVmDo6xa/YQqWSCSNAnnsjguAG0oMjC9SqRyAhrNzd498I1Evk4zUoPyxgQCEocPjnN6dsf5OjxQ9TLBplEjEarw9zcPIlojkwhjU+UZCpCa6eBZXnkRyYwewMa9QaRWB7Xl9HUMYS+z5WV1+l1TU488BgnTv0If/UHf0mqGETwXMrbm3TadbrdBp/5qX//wymg//U3fvXJf/Mrn2LQNmi32ihaGNkXaLe6TO2a5gt/+ToH9o6SnYgTjgrkipMIvsnJu+5nc30HWYNmvYUkwuy+AulMnvmbJbpNlVQqSaXUIVVQ2VhukB4vMOj28FFpVEx8e4DRG6CqQTaXN7l0aRFVCdG3BiRzSRrbWwhan2p7Fc+X6bckMsksA6GKrse5cuUaruchCza+18WXLMy+zfjMNO2KQSKWplF1cCwPLRRH13RkxUYKGsi+gCB5qKrAleuLzL29TbqQp7Gzw/Hj05iOyeTUbq6fX2Lu0iJHTh6iUakRSYUwui0cWUQJhBCBTrdHv1HC9A1syyQRG8EVDDxTotGEoJ4eugxKFsmYSrFQYH1znngkx+zumeEPc6TA4cMHCQTCzF29iODJiAJEUwXWVt+mVmuRySQR1TC+YyAqBRRJwjFtUEwEF2QlhGNayJKI7QsIAsiSiOC6KEGVbqeLFtBRJAlBAsd28FwXRR4Kn6LJCL4DyLeoGDae5yKIHoI4BHH4nosgeLiOfety6BbXSPgBgti7ddnE8H23DPaCONzIG5bNYODi2B4908V1bBRteHPf7hjoqs5t9z/On/zOf+Pkg/fT2C6TCOuslcusly/hOV0EZFxHA6HPEz/2S3zrq99G0c9x/e230UI6omhx+q5PEUlFcQyN7s42htNiZmKWhZvvYVgbKG6TnjPAU2zsvkg2dxB8hwtn3yRf0LFMF9Pz6ZoGotMgFg8S1At0O9vYXp9E9hBrKytUt0ocOf0wgWieZDaPj8fa/BLpTJSIHGL12hmOnRjhzde/RzzuszBfYmGhh9n2ERyZ9955l0IyzXNPP8+xR+/kM5/9FDeuzDEymubX/9NvcvcD97Cx+Q5HDzyA1ZMIynD69MOcP3uTYDiAhMmg16fvuJy48wD79s3we7/2uzz2ox/FbLbp9DYZGdnDt57+O4yBQH27yeLlOTbKDcyexWAA0ZTAoG4gKSq1bofDh/egCAKjxQKeYbG5s4EsSgSiCqbtsrm8hm33KI7McvL4MYJqiIWlKpqqUswEWFqZIxDNIQgDLLvN+Mgk//DFb/A3v/WHzO7J0xhUMTsOouLStRzafZuf+9n/8MMpoGcuffvJqxcv4Ih9LEQ6vQGO41Eo5Agqs3TLLfbdFqU/qOJ7HpYJpi0hDFx6VotrV+YZm8xjmh6+H0LVaszuSnP2nUXWVqsYA4F20yOTGMeRTZaubREORYgmY3R6BtFEDF9WmD04yoG9hzA8jwfe9wibmxVkxWWn3ECWgihISIJPpdInm81z9eoFogmBdF7ANAy6/Q77JvaCpFItlyiMjFGubWL3fdRkA89pomlRKiWbxZtVIrE4Rr9L37K5+No8j//IXZx/4xJqwGOj0mVzcQ2jbeEafeJ6ipAG+cw+NtcqGIJHNKDSalQQJBFJFfAECV+w0ANRQoE8Vr+GIPpouowWVcA3iIRcrG6fUERFUwIEAxlUfOavX2Z8d5Lvv/4Um401AnEVT3fIZnNosk69ZnDzygJz8yVigQKFsQkEYoiShayAYYIsqji2hSi6IASG5EzfRZUkXMHHdXz0kIbggxyUqVeqjI6MsLgwT1iPIAgeni8iSkPBQwBR8hAR8D0B35cYxjeI+LcWTD+Au/3A1uTYty6SPP4xFd5z/7/qE4apW543TI7fqZRIpTNU6w0CusT07CRPP/15fvpf/ya7Z2fo7Gyw3Vxle+1N+vYKfaeKpks4tokU6jOaLZIbPU23XUGXBI6c/ADjU7exdGmB0trrnH/lLYRAk3hEYHOhQrtlIKgiejgHUgvPHSD6Cu3OgP377mF7u8zM7C4EBDynhRQcBadD3+yRimUxDY+IHkLXD5DMptiulDh54iFcx0cWBaq1JtnsNO+dv8ydpx+mtLFAPCvhqkGS8QiZRJTCTI4rrywyuSfLr//Ob/LV//kdXMVgeXWTmxdXefHLLzB36QZnztzA9n18tcSgGWR66ij5sSkiyQTNno8vefiSyKDdRAxIHNu3m41uF10NcPLxe/jK5/+OXq3G0pUm7719lWbH4eb8VSJJhZnD+zlx4gT9XpPJ0QyWYPLgo3fz3pmrRHWRWrXO6XvvIp4apdlpYFl9TLPPRLaIabbIJ0R8KcDa/BaD7hrr85tYQhA1GKDVqXP41L1cfeMdzr59A2cg8+wzb+EJMpFCiMrWKvVWl12zRaYOZpgYT7C9usjPfO7/+CcL6L8ILvxP/cw9vtUz6XnLBLQYkicjiDr1UpUr1zd44NQRRvb5lGoS3UGTfbOjrK/32TWd58333mBsdIZWtcPuo2NUVys0213GxiJIhgBajK2NJu++WSKd9UnGiuRzYZRgiFA4zCsvvE5QVsmOxZmajtMXLKxugIl0kW+//AK7D+aZGktimF10OQZqBlULcvXm68iKhyRBKisj2DrxWAEkh85gQHcnQGEyTt9soosFbiy8SiJSoN7oI1gCmew4mdkgpeUS4ZBAp9HHEzQOz5ykb25xYW6OXEgkld/N0tUV5FSA6VgAX7K5cLbEyPQY6ZEA5Y1VVD1Lc9CgV+9w+OgMgpSktFkjkZAxB0PDuxwIEFAHzN3YZP++MSJKAFvSWV65QFCO0/Y6yHIKW27hWAbxcJxBX2a2kGF6/ATPvfoPpNOzCHqSsFpg/vpNjh07Ss+02dlZJZPO0bdczIFAJCIQVCO4rovlDdEeoiQhK2F8v0MhN8tzzz7DkQN7UHX9ln9zWIGqWniIDpZcBF9CEHyU4SYJ03aR5ACKogzZRMJw/ikKyq2wY1BVGcuyEEQfSVRw3eGKfpie5DJMjdcZdDtslhcIyh6p3AHqtR12Nmpcv/k0vc4Wp+7/1yxe/wc6toPkQ6fXRtEl8B3i8TiDjoXrizxwz6OEIidplUs02suE4xO0GhUKM2O88vQXCQb6uLgM6h06LY+Dp+5ge+0qpx7+eZavnce1boJs49g+ldYOd9/1OayuiGH3MTrLWGIPx6hgWxBKTSN7AWR7DUkt4ATSSH6AZCTGiy+8wAMPPEClskK5usqrr73MJz/5GLWayZk3LzG7XyWYSHJy/72o4SjPPvUyF89cYWIqzUc+c4K1RR/N8bBVmd17d5HQYatc55233uXae1dpbHfI7TmIJLlYgz7BYIiVpVWymRFcLYDt9RBMFymooaoK3XqdTCpGvd9hZl+G1moLPxlk0OkwNhVke83ANkL0Gj2ykxqxiMnU2CjPPreJqptk03lUxaO8XEYNKBQmZ5ienmY8G4NIgEIuSqXrsjK/RiogsXJ1g2tL65jmMHZSCsj0rDZmz6Lfh2qnzCcf+yQPf+IOXv3aJa6vn0cQPBJjAwQ7AKLPH//RmX8yF17+/1sM/zmvt1+dR5RtBGRUuY1re/hIeJJPIp7l3KVNrs8pOCJ4rsvSmTUUUeH8G9swUNm4Xsft1yivtDh67Ajby3PEwiI3bpRobJZB9Oj2GqiNIq1GlZWVEmOTGaamotzx8D48SyUWHWVrbZ7sWAw97DGQOhy4bZZIKsjuA+/nzVe+SaQYYWNtC1+rENQFVE1FDyr0ewM0bUClvoIo6uC66HGPXsdBjWq02tsUimmq21UmJ6YJh2WaXZVOO8D1K4vcde8UrmOiigaOssTZt1aIxzSSyRHyo2MsLm+xfH2b4sk0ohJFSxgkMhaWIBJIapS2NomF0oSiGnMXKqQzDr7Zpu6KaEEPy9JJ6RqqmuXQkRyCFKPTh3LlPPVGm2xaw+qZlKrLZEenCeoDlue2GR9PU2t2EMWzHNx1iLlVh0GlzORMjEQhwU67RSSa5JXnX+fxD36Iif0TrN+4jmOsYPjHUDUdUbJxXRFNU7j5zhvc/ej7MJ0umqii6FEuv/5tDh87jpQooMgqjtkfXhsh4AvguCKuKCDdCi0eVqkGsiLhOsOTzWGLLyJL4PkOsjJktjuOc8tsD/ji0DXgufQ7HrVmiVAww+bVrxNN5WhsbvL6C39PMOfxxI//Mi9//wt0Bn06Zhuj75KMx1BlkGSFaCxMv1NGQWFs/HY0Kcvi3GUEKUYmmcPuV1g593dkUg6tnksinsc1Y4SlErZfJZrWCYdUJnadYHvVQRZdBoJEPuBR2pojEB5DFGS21hbZdfAkFaeK5Ep4dhc9upednSb5TBGzP0BSfG7OXeOue04jBSTSuTSGs4yqwE5zidnxRzhx+h6+852/JiwW2SqJ3P7ANHc97LGyuEa1u43dNSjmRxhNj7FRKnP5/BIjuQxu0OPwHbs5dc9ewpG9NHsGyVyOpbnrfOdL30FUwpi+zcrVq2RCOT70s4+gqiqjo6O88f3vUqlvMWhu0trQueO+e3nuW08TiOXYuOFhuAHGR8fI367huGsIpkSvt0M07FJvD1hY3GB2ZpK5y5skJyfw5B2arR1eHRjg+SjBAEFZwEPD6A8IKUGa9W3qVROz0+DQsaP851/9j9iKw5XzN9m/q8jf/NVfkE0/QSB6lUgiTCKuY7pV1LDEwnnzn6Vd/yIE1PLaRNwEfbOJ4Tu4fhAtLKL70G62iGRDBFSBUFCl2mjzwAdnkEWJ1a0SrbLB/NUdrJaHpKm88PI1fGx2vt9D1ZN4XgPTtFAkmVhERUJjeX0Fd1FjfamK4NqoEY9Dx31mdx8lNyuwtLhAq9TGFzp0qwbvvfMyomBju2ukMgq+GEeLhFhf28KzXTRVwXfBcvo4tokiBnGtNqn0OGPjI7z12jyZZJBERkBVRKKRDKGQztWzixT0BIqrYYstrJqMbHvkR1TyuUm2V3tsbi2AJJMrpgmN7qG9sYYsKiRjBVpdm0p3Ey0QprS+QHE2z9bqKrGRAI7ZR5fiuK7A1nqDwvE8y4tz6OEY2aLEwuJ7HLntNuLNAO1WH99oEwqKxBIh1hY3SUWT4MgkRzSsfoRIOsZYzsPyQzS3t4jnZDxjgO9LHDkyRXwiwEtPPUtq1EeSyggSFMYeIJfK8vw3vsGHP/4x0pMyrV6Vc2ducOC2gxSyConHP0ir4+E7Ho5ngTA8TBD8ISpDFSUcxwVVQsTDdVw8QJaHSyvH9YZLJhd83Fs+0iEM7gdVreM4KHKTv/2jP+OJn/slrl3+Nm5vncc++Dk258L8/v/52/zRX3+Z8YkchbEYX/nK8/gGWDb4bgBJsfmlf//bfOFPfpd+38ANiQzaHuPTaXpdg0pnDU0NURgt4OCSyxXZWZPpthtEogFM3yGYSuM1N1FuQfJwfQTBJZ47gO32SUgRBoMI7cEKPhMg2MRy4wxsDdeIIAUHBJQsa0tzRMKTvPrSu2QLWXbvmWL/ob1oso5hQrvfYnLqAT70sSjLKzf54nf/F4uXFzj1gRM8+uhxGm2B1maLL/zxF3jm5ad4+MGPcuadNv/u1z7FtauL3P7QUXrPv8nX/varlOpVgsEQAiqS8Cq9QRc9FqfbqOC6Lr/9p78Fsk1jq0ynpyIpYBt9GpUKhXSeI8f30WxdolZz+erXniaeTOCYfXKZLMfuu5/5yzeIxafp1Ew8bgIqp+87RbYwgej5CIrMhz73Yf7VJz7CSy99j9XVJb7z1RcYG89RLBaxJBFd1AhEVU4+eJROF9ZXFwgFbTTJ5PLbV4iEVCJqmm9++QVyUyn+/M9/A6NuMD49zXZtHlWNICITH3H/Wdr1L6KF/3e/+EH/u8+eY2oyR3hE5MxrK0TUMGOzGsGMjyybDHowPRpj7kKbTDHK2bOLnLpvjGrJBcEHW+H81Zt86iceZ2OrxPXLJT786KO88vL3OHQqTbcqIAdMTFfi7gfu4uwblzh/9gbdjjRk3LgqggSi6+C6LqoeGi6HJAnfcXHtNqKo4rouT/zYQ4SLXcpbFbqdJkY/zPZNnzsel+h3TXxPHraUVhxJUVhZ2yAUg0wmz9z5GvMX59l36BCBgE+2oFFv7JBNQTAQJaiLNHs2udwxumYd14qyvblJNh8llMqQCUqcfe0qCzeusrNjMHZwN9kRjermDqLUQ5J88lNJRF/l0pk6sbBCaiTK3LkFTj1wO/v3T+BJNuW1LSQhztzlJovz5wnoMULRCL6jMOg2iOdiWMaAYydnETo685VNookooqRz295JZCnDd174DiPFcd65+F2a3TIfevA0elRF1hVK2y0atSIPPfwhek6HtZsvIJpdjt7zaVw/zOf/7Hd47PGPM7lrho2VErlcDlEEw3IRxOGtu6Io/OD3KQjCkIbpiyDZ4MuIoozoAtKQePQD0ZRl+dbsc8h51wM2T3/pD/nAZ/4ji5ffZnv7IqIc4am/P8tP/+SnOXLydnpmn8rWRZYW3uDjn/xFajWFr37p1xEVgUplh1/4xT/gxsIOi9ee5r73fxLHDuIYdTzfIRqJ0zf8W2BACOgCZ17+O1yrhaCo7BgNFCmJJJRJR2Mcuv1j9M0kvuDRaZbxfeeWVUtEVkQEVHxPpt1scfPGWfbsCxOPjeGSGp67Wg6blSZPf/HL/OS//SwHjhzk9WdeY6P8Lu++uUwyLzJoQ7/Wp9UdMJ7TOHTPYRLpFGMhjcq2w7e/9zK3n9iFHA7Rb1q8+uolRsdSpEcyZFNhbr/rOB/+2Ed48bnnkX2JgBrit3/zf/Drv/dfuHx2nZAeYHbXGBcuXWZiLIlpGahBFdvUKFWqiEAul6PTXKTSWuSpv32NiYNxPv6B/4wS6LFyrcG7Z88wOZVgJJsmm47TbjZwpAihsIaoCgSDIUbGJnGNLqX1TQzPw/MCqFoP37SRAxbioMfBI7fTbG/T7LcprYcIJwOIEmxubJPKpBlUttluV+k7K3TaFh+9+5P81dPPMzUdQNdlbMujNWjwZ3946Z/cwv+LWCJ9/k//25OBgMLWdpWdUgvRljlwdJQf/ZF/xfr2FXoNAVwJow3RlMLc6iJaJIjkxNhabPDo+x/hyJ37kYMCrukieh7lhTqn791L34B+d4AaMcCSmRrJ0apajBXztDom+w8VMXstmu028XCAmT1Jjh2e5bZ7Cwiah93p8MgnTtMxt3FckXq9S2W7RGFCYGp0lloDzryxQ7VR4czrFR64f4Z2z2DQFXnjO9tkRhWeefo8E3siqLLMc18/Syw7xe27Jjh8ZD+ZQpJUVsftW9iWjU0cVxFp1nuMTU3hSS0aNQE9ouP2TL7+lVfpNtusrq4zvTeLGHVRBYWDeyZot8uYrosSlMCVsNouBT1Lc6HEHY+cJDGSY+7aIt3WgI36Dq3BJvfff5DpmVECBZPCqEa+EKKwJ4qk+DzxxOP4nsuRuw7gSH30sEChOIquq2SLcZKFXaCtMTuVYP/uSVqdJumYTkjTsR2Pk6cfQ5I1Xn7xeZJxm737P0TXEhFFkSO3nSKg6GxubJLO5nE8F9MahixLkogsSPiuhyiJ4A99n57nAC6eNww99n0P23MRhaE/VFEUVFW5ZX0aVq6KKrG5co1HPvp+Fs5fYKd6EUlVMMwqR4/OgjJBJp/BtwWef/ZLROIGS4ur7Nt/P5LoU9po8TO/8F/pdgdk00nWNy/y7mvPcuG99zhy+4NoARUHBUlQkGUfSRURRJg5cCczh+5Di+eobq9gsk0oFCWT20s0cRjHMVFkZRg7KPjY3Xkcx8T1QviiT7taZ2QihizfYKvaYrS4D8cWmbu6RqZYYNBpM3FgnFQ6x9//1V/w0Ac+zOh4CDVSY3bXCCNjEj/2uY8zs3eW3YcPMlqc4PLFM3z0x38cy2+wsVbhJ/63HyOdi/KxT3+MwmSGT//UR5AwSeQE7J7B9ffOY7UGnDxxgM2NEifuPExAtNCDcUIJhV6/STqlYZoQCsewzB7nzr1DMR5HTyRJJETiwSjbW5ucvm+Kxx/+EVYXtshlEvhSiOMnjlArd4npKarVZRqdNol0AscN4LoWmUycZCRGNJagsdPBcExk2UcUFQzbx/RgbCyE1fW5dGONcDSPbwt0OiYDxyWdyJFJB1FEheX169R2BD72iU9yeDbCd88tE401UGWNRCLHmbfn+PRn/tMP5xb+m9/+sycnD5howQ6NksmDj9/BA48c4p2z75KKZ/Fdm8JYHtswCcYUPCGGqgpENJHidJCz5y4SDqs06lWiKRGzGiKeDdEozREphGjXTWamR9EEmReefY+vPXWexz4+xfLWGtWtTd7/2EF0PUAimeTcmXnKtT5WV2KsOM3c2RvkillGRnLs318gELDZdyRBNJxAjySxJZ1iXuHQHbu455FjJEdG6VdlbB8efN8RfFUiGnFxLIOAHmR0rEhzdYeJvZNkIjFKpTKLKwO+971LXD27gh8KEojoZIoynU6H8vZ1tjaX8a0uh/fmWLgxz+yxXdz/8N0EwiFGs3lSaYdw1EITsuxs1IglgghWACUC0ZSEHA5x+s4TXFt6jVhkOGc03QGRcIRWy8BwmwTkAL5vYdouASFGNCrg9mxMyyMcS2I3m1RqNVrNTQbGDqO5WbZWzhOLxOibfTQZ4rE8qqYhKSISSdptkb7R4Y7Th7DMCJniOJ1Wg9e/+z30sEQ+P46gyFy7tkQuWeCNV7/N5Mzs0I4kKviCh+D5uI6DD7f8n6CI/hAr7MsI8jAOTxRF8EVcx0MQhwn1tu3geH1efeEpbi68xr79D/Dlv/lbgnEB13bZ3Jpne/saJ4/ejqREOHDkNJX169QbNXbtPcX3X/wHHvvEz2CZDqqi8P0XnyIUqRKOy+SLAbLZo8PAPFfB9y2GFn8Bz/WxbBPLMFC1INNTB2jUFxl0bMZGj6MoAUzLw/ckgppAeeUCllHHFUTUwAiaIoAUxLUkQmGbcMimVgdr0CWXDdEzetTK1wmFBaamx5ma3M23vvY0Z19+ldzkENti9yJcv7CAZVsYtsGl85eob3us3HyL3QdvZ99dd2EMXOx+n2a1xv79d7BwcYOnvvQsV8+ukU2PsLS4hJ5J8865m5x+391srZXYt2+WZncTRdDoDTwk1cOyXCzbIZwIk8sUKZfK/MWTf8x9D91Dx7XQZQk0B0UaQwsoqEGRlfkya2sr5EYzrG+sEUoE0UN5JFlkY32d8dER9u49QKvb5MK5y8TTYTY2NtCD8jD13reRAjFQ0px58w1S2RiyXEANKAiawszkBLF4nGqnQXunwYGjd6PIXbYrNRxX4sqlLYJahNJ6n/mbPUDkxz/9QwqVe+Ybf/jkoB9AFB0OnTrEjZcWsbUa4VSQpYUNokEFVa4Sj+UxHJFmow+ORygs4okuyVgc2wzyxGc+yef/4Clue2iGD3zycWorO1y9sk65NOCh+47zvbffJBqPYjQbeERoN8roukZtp0arXQcf7n1oD422T6fZYmN9g2P3T9GoDwhpAbLpBHp8gO/D5uqAkVScufOrFEfHWFq4yUimSN/s0ig3ce0gtglry0uIIQnbMomoabZXG9z7gT24nksoqdHbKePLQZav3+D9H3+AmWNpfL+N2zdxexZIMmJYJKB7XHjtBu977BSxxBi18g6ZMZVEJEmlVIKuR2ZynEx+BEX0GRnJs7m5SiKjEkskuPTauzg9l55n4kkKsuQQVGS0wLDdFdwhqXLQ7zE+foxqvUIwqFPtbTB34yyGOsAZOISDMpFgnsrONuFQAjUQolVpoGghHMGm2bEQkdh16BgDayiAO6tniEST9Dp9QqLB2HgRPVVE9ERe/OZ3uO3UPiLxGIK/QSI+gSf4iIKP73i3Tjh9BGFI5pQEH9tzECUVFAF8D/EWcE6WJfCFfwwRabfWaOzcxOy1cLwG1fp8Y9U9AAAgAElEQVQcoWScsC7R7tYIBqMgmjRbLlOTR3F9ietXX2Pv3pOowTSljXUOHDiIY4u4nsPm+k0EyUOSTIxumPzIEVRZviWaHq43ZMP7noUieaiyzp/+wX/h8Il7KZWWUTUNRZlAkBREUUATFeSAiul6tBpljhx5P6YroQgBHMfE91XOX/wm29sVsslxpif38Oprb3P23XMIvku32iOTS5Icy7Fn/wgHju4nqMUwnRZ3338nrmCSzyfxhCz3PLqPWCrP5J4ipdUuhuCS0HUi8RSjiTyW22N1foOZ24/wiU/cQ3JEojhdJJwoMDlRwMXki3/8DK+8+AKFiXF82aVd7dNvDvjin/w1q/MlssUYExOTaHqYo3cdQVACCIIFUpJIsMDKyhaypGBaJp26Q3lnB1GGUCDMoO+gSAodw0MPKqQyMVzbYmOtgYdJOpUgGgsiKBaFwgjdAcSjIrGAyp59ewjFslybX2bPnj0EZHj1+9/mxVeeIj+aIkSGjrVDpbZK36rSNl1K6y3M/vAgY2DZOK7Ppz/z8z+cAvruma89WalcR5HjKI6IVuwhOCArfUbSSW5evEBMjyFLHUoV6HV6JFIRKhWHiJYmn9zF3sP7+NZXX+LdtxZ58N77mdk9xndffhlJEkhmgrgOTE+OUcylefD+PWiRAIKiEg4HyCYyqJrK6to6vidz8PBuXnvlTY4cP8rFdzdot22S8ST3PnqAZtOh3a4TjOusr7cJRzL0+iXsroqit2lXa4xPzNIbWBjdCpIWIBaIUsxM8+K3XuGjn/oAjZqN61u0zTaHdh/j+898g/c98Ti+JGHWaizOeWSTY7z63fPYQp+oGsK2BHqtMKlkjrlrNwgkFLp1E6O+zfEjx3CCBq2GiWm0OHXbQWQ1wOlTd7N0cw3LbRPLx0nkM0N6pqdh2wbZWBpJkHF9B3wbRdbp9VwEL8nA7NAf9OnbHYKxCGbPRRYNcmPTDAYDvIGEp/rk80nCeohQKEqvV8e0BAyjQ6+5Rjwm4tmbbK03iKRnCEUK9D0fwSgjiSaD7hrptIusxRBcidLmZUqVNqJrk0lnMdzhqaYoiCiKhO34SLIMgo/nScjyMHUeRERRwLJsfNGi3+uzU1pnce55NjeXePiDP8bm1hzra1voCgQDMr7noQQCqDGZzZUq+w7ciSx77N57O+ncOL6nMja5l6988X+w/9CduLZIrjjOTmmDeHyW3fvej6p6+LaAJwyQJPEW2dNBEkCQFLq9AfXyJfYePE0ycphsfoaQPszs7JsWiC6u46NJQXqdTVqdDSLxCXxfwfcsCqMhqtU1HNeh0dhgfWuObGYc367z6Kc+SHEqw9z1dTZXr3D96htcuXmBmenbKG/uML9wns2tNcYnR1DFML3mKkHBRJRNDhw+waA7IBpWEXGR1ASXLq7Q7Qv0WybzC5soio3bHtCue7QaBuurixw6vJfZQ0cZnZig3bSH3DFF4yMfu4vRiSTZjE673UJWIKKHaXd96jUTLaAR0CLYvo2qg+AFaDYbIMuookAkFqbfG+BLCoIrEAyHSEcN2q0u2UIOwRf48Ac/yfPPPc3s1GHanTZaKIDvCgiSgge0uwbZdJhu26K506FUWSaXiXP5ynl2T00xMqVT3uqiKA49w6DfdFBCXfR0i9Ep2Frz+MxP/pBWoP/9d37lyTvvOEl/MEAQLYJBlX7XIBLRsXtdgrJKUAwiajKxSIx4MsGNqzfJJKKUKk0un1/k5oXrHLtjD+OHPEqrNd588x3C6TS4NdrNHqfuup2V1XVCsQh6JMJILs/Odol+zyGXDRJNRLn9zruRtAzjY1n27y3Q6JSZmJrg2rWrNGoDXv/uRRrVFum8hjuIMjk1Rndg47l9du8bo1HpgGRTnCjSaHXwrB5SIIKAyJf+/Bk++wsP0mi2UZUYuWyaesWmur3F3Xfdg43DyPQo2CUiIRFZEzC6feLhJAcPHcVzdAq5KIYPV84tsX2zSSofRAiCFtIpbRkkk3He/9Cj2G0DwxmwU69g2gaBYBBBkcHzGPQaxGMRBFmmOHYMo9MkndKxDZHeYEBlZ0Cr3GPPoVm2yitYtoumBBElH9ctIElJfMcknIiyujKH0TPAh7PvnmNypEAyXqBaq6CJMgNTRNWi5LOTVKs1EokE29vX6BnLOH2PTqdPp2MTDOfRQyEM02Rq6iSiEsOVfBauX2OkmMf3XFzBRRZFHMclqA7/+J7HEPvhD2f/nufRaZeIRrMY/SaGWaK8tI0kJdmc32Bmapy23UaSFXSSLM5voEfDZJK7GZ84MAxZdsBzhyn3lj0gk9tFKKIDLqIkE02OEg2PIMkKIDP8aBHPF299Dx/XA9dzcL1hhsI7b32LPXsO4hFEFn0c30FBwLU8PM9iafECirZDt9cloI+jqgqXzz3H668/T1hXkFUZsz3AMYIsXd/k9KOnuPzuy/hOh62NFopogg+5XJZEKs7WznUGjkEqkycUSNPvaiRSMRJRG1n2kMQYmhZG9EzwB6ys1jFNG9s1cD0fUdRQRA05EEQPB3Bdl2g0SzSWwLJ7rG+sEouIiHgk0knK23X6XZ94OIHjm0iKhICLbzm3HnY25Z0dAkqAaDhOrVYlm81i2xb9bpdoNI2iGJS3SgT1CJLkEMuO0u1bpJLDBLQ9h4+wXd5GEiT6xoBus0conMC2XewuDPo+/XaHfDGO77qU6gs4vssD932UdDRDs9HBHnRo9QfYnsGgJzIyqSD5LgIGS4t1PvvZX/7hFNDFufeenF/boNvbJhxLIalh+nYfa9DG7YpEUgKJaBA7kKfd8PjaU69x7GSOvXtzXD+zxk/+5El2aj3GxoNYbY2DJ8Z578xZ0nENSZdJRiNsbK3jez6G0aFar9CoNskUcwTCA5otl2hYpFFZY+/UHubnrnNz8TrhqMdoMMLYngi5mT6SInPlwjblDZWNtXWWF1dwLYfpXWOYnkS375KIxJlffIfjh++m7ewwOz7DM195lf/yuz9PcmySaDDM1Us32HvoMJ1eFcd1qA2qvPHia+zZP0s0kmd8PMdO+zrZ2B7UiMRLz53Dc/okk2nOvX2DRx+7g/EDOXqDKhHNZffhA3z/O2/z5vcWOHPlHJIeZGJ6NxsbG7QaJYJqENM2cIMOKmE0VSEihWhUtlA0n1YjiUME21OYLmRJ5FSazQ1kT6S82aNWqtCtgyJGuPOug6xuLhHUJAJyYHj/btqYpsj2yg5Xz5dZXy8xORajZ0KzUaeQK3Ll+iJ6wEFwGnRaJaKZKWodkcJEkeLo3iH1MqqSSMXRpAbbmxVmZme4cXGZ1994j2Iyho2GO2jhOC5qKIwk6giAyxD+ZlkOejiGpgmM5Kd447vf5MNP/DLF8Rlm9p/irTNvI4hdElKehz72K9xx4qMcOXYf0XgRQfBQRBVVlvFu2aVEWSAajSIiYLs2IgKqIiOKLqIAguAi4SIKHrIsgjtARAZcFEFEEkWmpnaxeO0t8mPHkX0JWQHPdVD1OIIq8dzTL5KKFrAElXK5y559+0H0WV+4RCIlYftB2vUKd9/7KFvz6xw/MUEktg9JMVGENhpxjh+/g9FMkUQqTd/o0GxXURUVNaDiuFE8P4TnKOw0PYLhKEE5Qnfg4BodwvFZGo0mnivT6XbxBIeg4JCNh5HkIGanw+h0DscQaHZ6BCMil868SaHooop5BNPFcQ1CcZlqvUswEGE0O44gdOlYPfSASDCko8pDwqnndjl9zynOn72CHg9z9MTdJCJhLp6/ya7dRSRFJpON02l1iUd0cvECzzz/EnffeZqVhet0+x7FhIKsqMxfWyAcUhDUCKJs4RoerWaXleVVOn2DSChNcSJDs23QbciMTU/SqC8hKyEqWx7NWo/4iIDsR7B7MX70ic/9cAro915+6slut0QwqlDb2cb3Oiiyj6o5lKsOPUenOrAJBVRi+QC5vIUchVanz+TEPor5OHoqzLX5ZQJRi9WVFtl4nHanTiSWxvNscskEpuWixTQUNQgmrK82EcQ+EiEsx8UXTVbKazTqLWZ3zbK8vIwfHHDb8TuoV+sEwyJ7DmQ4eCJOZdNkq9Sg1hxQXm8xf2ON3IiOoHUREXj2y69y9Pghriwvsr5axbbapNN5MtEEdz94G9cWLlNrbFPv7OAoXe65/1FunL+E6w1otpt02xKuKuL0OozPhNFjYUbzE0zsTaCoIm7fZ3lxmdHpKdbLyyTjEtmRCLO7inzlL77B1vYWR+84ztW5BcK6jCSFCagKgiwxlj9Mq2UiOh1cX+L/+etvsHpjkZtX1llb3mJje4vRsRwD0yKbTzI+FWV2Jgv9FuFwlPJKg26vRiiRIJvKMj09TrleJZkpsndfkn0H9iAiY7gDZNVlc73OwePvIxpQuHb5CqblMbfaJBY0aNU2OPvqy2RSUQQ6XD7zPJXSEoogEI0VyeSz7N4zjRLSEWwfORBFT4Qw+wYIIooCRsfA8wVESfpHblIgEODC2XOcvv+jtDtdapVlFufe4Y7bH8F2msQz+9jc3kZRQihyCFkK4AOGORgiQDx3yHt33SHVUxDwPW7NV30cGxwPQABBxHGGZDsXeRg+7Tu4nkLP6GK4OtlsFhcIh6O89v3vMZbP07McpqenCEUD6OEE05O7cSxwbIFmdZFUMkF3p8OugycIB5LIwQENo4zr+KQS01y8uMP9Dx9ke6uKiYxlawT1MdZWL4HooqkaipJAkcI0+iXCoSgIFthJWsYa0VgaSRKp1DsIisNg4CHhoQZFREnCEUUsx6TbM8ik4/QHFpYxYM/0JJ7bx/c1epZBMhei0TKIhwJIooDh2ni+x/j0FLVSG0GWSIRDvPLmt5ie2cdOucrG8ibxZIHr713m+vx1CsUClgmu1yKsF/D9LvFoklanhRoWOXb0CN3mGnavScPsICgSET1AeX2VQFgFy8H2VbpGC8PuEwxGkIQOl26+TTQ6weR0mtXlSzS7dWTFY2cDXEfDaumszfXpuxY/8el/88MpoF/4wq88qUZkPM/CtHQqFZNiPsvFS1UkTUQIuHiejWKaOL7NoGcgeD7paJxsMcPC+g0Wbi5y/30nEQSLWqWBrDkoYoL+oIdlOGiahKKpBCM6nW4Ho+UTTTkMHJ9O00EKqJi+RrvRJRTXaNVaZBMZJiYPcf3cWWam9rK2uo0luIQFgYnZELv3T5Cf1PjEj5wEN8Izz7xJdVuhXvK555H7Ma0dXvhfl3noRydQUVlZnWdlcYnFhRtYRgej3wZBQ/I1PL+OLA2I6HH6VgM0D6PdZHwmT62iUcyl0KI6pZ0FXNnA8TwmJgtU6xrlcplUKIYsQSwV5NjJk4xMaLz1ylvsGTvO5mKXcqnOlXdusHvPbaQLKW7cLOOLEMlGObp3HEGUCSc0xvdOEo4GSOgJgoEAwVAQx7aZmTrM4pqFpSmkM1mQQRMDPPT/Uvdez7Zl2Z3Wt+Zcfq3tzfHm+nsz86apzKosX2ohlVxHR0uokdQREN3QBA/AC38AkRHAC9FEiMYFAhoBQlIjdVAKkOlSValcZlZlVXpzM68/3m+/l59z8rCvimfeyNcd5+Hsc9Yee84xfuP7vvJ1/vn/8C9oNTxef+sOaeIgxJw0K9Cm4qnbz+PXtqlKh0RIiuKC6898lVxPydMHzOZTrt/colACoSyEqsgL8IXCDSTSbpIWOb7v4jg2QRTx3b/4r7hx6/Nobbh39yGdfh/XczEGbGlxfnbOzt5jvvDVX6VIUyxszgcDXv7C36PdW2d986sIKQliF0f6GGPIsxkGjZQSYWk0AqMUjgOqyjDaYEt7QYRSIC2FJR2kdDCFQVo2RthYSmNZBbbrIqwKIW06rSYXwxnnJ/tEocf6xgZKW2gqLKXxpQ9UKCHIkwrbFTz44D7tTsjtL73Iq3/9NlduPMdkcI4oSly/pCLCtnPW1q4wmCq0DpnnOR9+cA/hZFTlCIzBNhYOK/ihRlozfHeNSV7wzhvvsrS5jmcb5tMJrh2TzIZguzx/s8tyP2b/IMf1XBA2lB7K5NRaktnoCMfzOB2E2G6XAA9TFvR6LraxSGYVeWUxOD/n8naXeT6l1/H44JM7GDfBUx5nu3PWrm4sboNnM+KaR7/f5dp6j8HZmG63xsPHj7h5dYvl1R5VkvDJvfcJfAhdm9lU8eMf/YhnXvwcj3Z3F/QxJyCb2Wyvb7K5cZ37D36EFxc0Gqs069t4Ak4uTkhnip39DNdxqSybghLf0fzW73xKh0h/+mf/ySvClqyubXN+PCdqu5wOBsS1ECpNrREjteK5G8+gqMiNBbrg2VvPUUwvWFq6whtvfEyzpUgSgeN0KCg4epRSiyPa/SZZKZlcJFTWGVI5DKYV0yRhe/UGeZpz+dolao06Z/s7xDUX16oThh5Cz1FhwMHhMRtbqyTTObKUPPv8i6jqgptXnuKDtz7h0rUl+ktzfv3Xf5nvfvs1fvzqHR4+0DQ7PhEBveVlpmlCiSbP5k90vBLfdbB9jzyvKKqEo90z/DgmHRu2t7d58OCYen8VaXsM5wmuHTMaVjTaIScnewRxi1rTR2PTX+oxLw+YJSnPPPcZGmGff/lHf0G9a/Hb/+jfYzgd8+f/9zeZDVOefvkyewcf4eDRqdVod2v0l9cJIofecgtbOAgqxqc5tWYb3+/TbmwxvDhnMoJuq06j7TAq5hgJte4Gz79wC89yefrpq4xG5+SZhedKHMslz1McWVLvbmO0otZYZ3BxzvWrX2F98ybnJ+dMLu7iSYeNjVvsHO5iWSm95Q3KTCOkS7sd8tp3f49W18G3lxmN5zz77HVKJZ644i1G4wnzZEan0yXwQ/KiYDabs7a+huO4GOOiTbmY6AuHPM+fwEgAy1BVJVqB53tUatFnXTBHoShLbNelKkssQLPQO9uuoNRq8T994mlarKHaaL3oi+4d7HDt2g2KssRxfRwJWaYRjkQJRVVUKJPh2Q4XgyM2rq7QXKrxzms7XL99GyWhSgUWM/xoiaLQhLUeWZJT4lIqxe6jHba3V6iHfQbnxygKpOPiecsYIxGUGFEjnWRYAlqdGvPJOVgSL4BOw2M4hkrlPLh/Sq3bx+j8iWWgoCgV0gRIURD4MWUWIiyHRj0nUSV+YFjudyhUgabCEXX2D45x7ZjBcMD25cucnOyw3L3O/t4ON56+xd7jU4JYEoaS0XhGkh5z6VqDaXZOp9Elq1L8uM3hg30mM02RC5LEgKr4ua//CvsHR1y7fgPHjmg0A1q9kO3rl3nw4MccnwwIQsGLL36Zd19/j7v3d2jUNV/5uV/j7oeP0EJTVvlC3moLfvu3P6VX+D/+w3/6Sre/xMOPTxjPxjjSJvAEDppazWZyPuTzL32JerPGRw8/ptZscfb4hP3H+/zc557j/uMDOstNBieCeZ4zHU2ot5vYvkfccCimJbPsgCAUWCjCmr2wLRY1VKEgECSzE1Q+IclzlpptCi0ZJxWVUQjLo97x+PjOIX5cZ3iRc3x0RBjV2T/aA0tycj5DWi5vvH2H7e0uV5/t8dJLazTXOhQq4lt//SYnOwm9Vpcw9rCNptQGKSua9QazBKQliFoSnQVE0Rrf/877PP1Sj91PHuF4GWu9LvNk8IQhOsWNXVQ2pWY8bLfL6emI17/1AcODkt76MolV8OWvXSNPMvZ3DvjsF56l1ppRr3WoqhPG5ymP70zAbqAQYNssrW5giw625yBtQbcPRpXk8zGzcUJvNcS2+wSehW9HHB2eEVg2roS0lPzkp6/T6tc4PHhIs9dnntisrnf58J3vgx8yPr6LzKfgNKhHIcsr2xSlR6PZxOgLRoNd9k9HvPDSL5JOzjk/vktZZjRbG/zZn/4ugdsgRfDgox9wMPyQR/feY3n1aaSUSGHTbLap12MeP37M8tIaUgpcD6QInug9FlSmBfZugWcuywLXs1FKYUsPYxmqqqKqKgCkXGicja4wRlFWCoMHJscSCiyF0Rppe2iVYQmJsCSGirrvM5lNqMU1lDJ4jkQgKSuFViVSaASQlilVacjTFDdqUAsbfP+bb3L5xg1cJwRVYByL0mpQVAH9/ionRxPm85xinnBydMzmWg/pfYztjgijy1i08eUqwouwtEbrEFWBVhlblzepqpLYFYQ1ycrqJnfvPSAtBEVq4QY+WZrQatWRtoO0FqT6UiUkY835eMzVm9fQpORacHZ0ipIOWV5xaesaew9PaLYd/rc/+GOuXutRpS6dbgfbcpnODLXWCge7i7mErQTdpks7tjk73qfbq3P0MKVdb9BrNDk8eIgTGGLPcDZLacQhSVqgVM50krDca/CTn76xEClWAe/96H3yEm5d2uJkOGOrv8TWjWc42zvmys3P8+jjR+wfnmFUSqUXnztHKv7Bb31KC+g3v/17rxwfZlhK0Oxa7O8e0WpHSM+gsTCmyQ++eZ/1y6sMp6e4VMjQxY8cpDJsXF1lnB4xmefoas61a9eYJDNKM6ZMNMOzEY2+oSokjgO+HWFyjzAS9DYafPjxA3wvJJ0UdBoxju9QVdBZbTMcpmSlzWicMptMiWoNlBCUStMIJKN5zt5eghEhqSq4trlNkh7TrHs8fHQPV84Im5LVK5e5tN3lrTc+4uQgod9bpdVvokqLIss5OjynKF3qoccbr99DG0234fPqd97n/KzkvTf3uHtnl7vvHfLa997ho5/scfedx/zktQOKQUIyPmftZoPVyx2eeukqaXJGkY5JhlMcV9CIXKrJjFY3pNOMKUvN0nKdRidA6Qn33xpiPMOta1cZjGaM9meMTxX9FZfR8QG+L9Ciol4LKE2KLMYYGXJ6cYbKpnR6W2RlCspmbaVPox6ysd5HSI/5dMBkfkShMxpxxDwXdJY3WOpvMp2eonVFUVnkVUY5nSLsDpeuPM/x/ofYUqBNTti4xJWrL7C8eYs777+J7ZcIbCqT4Ng1Wq1VpAwYjPaxXY96VFvs0nsx3/7G/876pdtPgDX/r7HTtp0n/vhF8N11XapKLV6zNGVZ4jgLolNRFBijn+iTzaKYWnLBxLdsjC6hqhbPq7YoqjlSQJ5PqdUbFGWBJQVYGse2FybVCsLARjsVOjtnng3Yffw2xWzE4dkjvviVrzGdjVE6xeiK8WCKUYK8yBkOT6nVYmzfRlc2/eUOtjegKlPiEIz2cKxlsF10ZWEJAZYhCj3CqMn29sYiJSJrzBKN42gOd6ZUaBAKW7pYaDzPRiLQxgIFtSbMhzPswNDu2ugyQFYuVT5maXkVUdkEgeRscMzu8QUX412+/zc/5LNf/SzleI7b0PhOxFtvfcBv/Ou/xM7uW2yt2ly+sckPv/8Rt67UmCpBmkmkGyGDkLXNVXb3TwjCColLp90lKy1sF/JCIeTi7x55LV7/wbe5+dIys3KCdNrc2L7C8Dzh7t2HLC836bR7LPVWeOPdn2JZAqUXi25Fafidf/j/vYD+/2IX/jf/wW1jbPBFRrvjsL29zXt33iWMfOL4OvfePKSzlpPnHbxgn5XeCtPkgMiNcByHLEtorC5z540pzXU4P5jT7kaEdY/z81Nsq43w5sxnI+IgJrIjQncNVEJa5YyVQDAlCFy0knhhThSuM5nNiH2PvcML8vkMP0jor2wR1fscPP6EK5tr7Dw6ptluMJtBnk1p9GLUfIIdNHDCCpVVxM0Gs3lMxZiL3RFeo006SXj39bs02gFf+TvP49Y7eNrw1o/uUlsqWF7p4YQ+8/mc6cmQq1evMZw9xrEDZFgCNWbnMyg0o2nKV778Cxw//inKjRBljE4PsOs1ptMxW5fXoajIUs1oOCdu1zg+OaTWaLG5dZXT+yfYkYsMY1q+5P/6xrepRzHPf+FZjJpwdHDIeFiyffkS0zRhaWmJlZUGZwcln3z8gFvP93D9Wxwe7KOFwFYugZwSdXyEE7P74A7GmlCP13BEydbVbd57432E16C/dgvPjbAAz/dJlCb0QqTwePTRn5PlM5rtLsvbv4QtoNQ2r37v94j9xTZSbiZ8/Rf/Q4TdYTzOefUv/1s2b9ymt/Q0rd42f/G//jM2V12+/Ov/hHkWoNWCBWqMQkrnySlTY3iiABEeWZYsnqt8ipQuSlWLKbsxZHmFlFBVi+v+YmffpSxLjE4XDARls7+7S3+liy1glk7x/AhbOFQq54O3vkNZXTCflcQ1G5PlxCsu7fAGb/70Ido5oNO2SWZDpB0zTjQ3rn2JOFxaFG1VoiqDY9ukaQqiwnYjqnzCpXUHR55zPqlTlBFJ4eBVFpkZ43ohRi1614jpQoro1JlnUwRwdDzC8SRVVuB5HlIKuq06QoKwbCajAefDAb3+Kog5Vf4Ry8tPMTiraLe6CBT5E7VKpqb8zbe+iQ41v/lrX0dWFacnhpW24sGjjOPZDFvHFEWBxGKaH3Dr+m2efbrLN//m2yytfpa11WX8wKIqSpJpgjAJnY5kXrYwFtz58DGr6xvkaUGnGzI+O+PtD7+D3XCxbc322s9Ti+osLS+jshnz2YR0PuX4ZMT7Hz4EpUmzHCkFBsWf/Nnrn85d+D/+k//8Fdu1cO0S4XgMzzMit0/sXWf30Qk/fv0DukGb+wfv01uOKcpFpMSTdXKjGczG+G5Eu7/MN/7oLW5dv4FTm7B7N6HZqZMXE4QoUGlIHMVoDZPzAiUX37jSWPiuRbfb4vRoRlCDvYczyqLi4vCIfDZjaTVGqILIlRwdDYkixXxU55t//ibXb1zj5PSUWzd6LG9c5/RkRGf1Ch+8d5/1fh2lPZI0YzwucR3J5c0bpNWMjY0G2CHv/nCPk71z8mTA0nqdXqfGbHRCr+niqzVsGVFUFVmZ4NiCsjTAKq5fA+PgtyeMx0cU2gFK2pHHrEjI5opKKyxbUpkphc6wnYjReIDjW0SBx3J/lXSWIT0fWYyYTA64/exlnvviswQy4Cevf0in3aHVanB0OGB96Snu3nmf83OFdADTgZgAACAASURBVD0aS23anZvMs4pJckG700NYimatpNVtMx6XjAZHXL5yg1JD3NrgcH8Hx/Jo9q7ihk1K5SAda4FrCxtUpaGsFIeHj5mOhrjBOu2lVZQuEMJldWWVBw/ugpUQNjbo9F9kPp2wvrXO7p0fY+khD++8waUbX+Dlr3yZt773r+isb2E5i0yuEBbShqJYrF8uAB4ORi/gzFIK0nyAbbt4jrsQ2FmLbSQpLaqyRJUKz9EoU4BZwKKVKpnPTjnavcPy1haOay90JVlBnsyYpXPOjj4gVw/JqzmOJzC5pt51sAqfqN5jZfsaRTkgDFyM0IyrOYEPV7aeJ5kLpDAYoSlzQ5KO8f0aiorlXoc8M8xTwSz3sGyfbC4WripdEYYB81mB5wrW19ZptWogFGlSgakoC0hnFcJSSEssMqy+gxQSKTyUUjRadYQQ1Oou82mK7a9ishzHhkwbei0frea4bkxVVtQaNjee+QyR3cCUMf1uRJpahJHH8f6MytEIaaO0wvc6TGcZSZFT86ecjDMur3WY5yWOdrAcwAmYzGB/75TNjU2KYk67buOGEck8572Pv0thKixjqMd1blx9BuYeb7z2PXq9FXy/Yu/glKeu3OTDTx5QlCWWLVHGgG3xW7/173w6r/B/+Ee/+4rjFlQVtJfqICpyc8rZ+ZhXv/cRT71wnYuLGb/xb/4dRmfHxJFLGEfU6m2UKonDNmlxzPlxwktfbnJxnPDBGxN+/qtfoCh8xiea1dUGpgqoRR6T+QSdNmnGMbKWkpbntNtX2Ns5wA0D8qzEcyJcW1FJxcpyiB8YGl2BK65SqTk7dwueeX6L9UsReapptyNkEHP33hHLa12K3CYKFqHqeSGZzAp8z6FZD5hML/DjmMh1+MKXniOpxtx8fp3pOGF394iwEeP4FlllcfPaU/hNB2FbDE7PGI8zilJw/doL3H30IWubq1ycH+H6Ib3eNqbc52KacOn60xwcHaC0xXR0QqfRwbJsgkbAaHyO5zZx7YA0UYSBx7XLlxknI/IZZKkGK+Ttdz+gmF9w48Yz/Ktv/gDbdmj3Nd1ai8PjXYr8gg8+/ADb9bGchNnsAZbWSKfHLLXICw/XFziuwA0Frr2GEQlV6VIVCY2lLbQSCBuEKNHCxpY18mQfN4jorW7TX79Np7uGZSS2sJGOhZEB3e4mw/nHDE5PubT5NbL5BY4XsXTpadavfQGntU6z1iPPJZ/7+t9lmoIjHWCxI59lCUpVWE9woZVaQJgrtbiqowSO6y6appaFftJALYoSLPnEzWQwxsa2ShAGdEV/eYV6vcVf/tn/wvLSGvkgpzApSAdjFB9/9H2ihgM6Y3X1Ka489UVOdh5Qb7vcf/QJrdY1suKQXE1Ico2VWbjSIow3iJoNHNvD0ouQv+9FWMqQZRVFkSJcQ61WJ881RVHiBz5VUSClwmgHz4XxeMzg4gzhSXzpMp6M8OOAvFyopo0xT75MKnzPoVaLUCrHkpq8SLCsgn6vhrA9qlmO1/SJfIlVWsigRpI5pFXJzu5jrt64TWgFHO4eMJwJtlc2GE+P0ZnFyURQ6GKhdhES25EI16bd7uI6TbQzIdQNCnXC0tIGyTDFQnF0uke/v8LOo1PanTlFFtPxKlSmOB/tMxpPCGsWUoTs3rnghc89R6vTZnB+TD30KK0xzzzzHH/xzR/jOguThJASz3L4zd/6lErl/uRf/u4rrZqN0TGP750T1yRq7uG1UlbXLlMOFcNkyOx0xGResLLco+7GuH6P/Ycz2ksG23GZTVNqYUSaWPzCrz1H2K74zrc+pNYwFLlA2ILYMrRWQq4+vcYf/I/fxWAzmhp0MiOZGewwxtY2Ws843K1Y7jV4/6eH+M4ytlXncy+/wMVwh6gVILRYBK6lwlBRFiWdRoNKz0nTMxxvFYWDW2osVRHWI+reDN/N0cbF2D7j031e/twtQqeOEnDpxrOEfkCn1SCqNxnMH3Ln3UfMx0PipkI6JVg1xqMD8vEJipwgWmJ/54ju0lVir4GtffZP7hNENjYlXtjk2so1jvaGjMtjNjZf4OJ4n8CLSaoRaVmwc/SI0bgkaIb49TqBrbh06Qqj8yPyNOf27ad5ePcE19XM9DmFLtFWwnK3wzh/zHf/9A3Ojy/o9K7RX+5iLBtlLGpxyfnZGWHYQ1hNstLGd32c2iqYEs8RlBiEKjBKYHSOCPqIcrGmabsO0vGwLBvL8tGlRggHP2iRlz5by5tcvvIUO598m9bKJlURsvvwI773l3/GzdtfQEjFdDrEkQFllVKpkrLKn9TFhcFzkeU0CzCztUDnuZ5LnmdUZQrohXteKYSpngTCLSqtsRQkxd+qSCDNMo4Pzlla3aLSBdIVC3+9pREIRuf3iWOfMFij03uKH/7Nm1x//mUujoYEjqLW3qbbvMn9B3d59ulfpdO4yvBiRqv7HFql+E6ElILAdih1Bo7EsV0a7SZpkpPNU4z0EEKiS0VWaVAWxqgFM0DDP/uv/xt+6Ze/hCodHD8gTRXZeEYxtzDSWihXPBekQlgVURhj5zHPP7vFu2/fp8wtpCnRrg+WTZEJGu0Wb779HteudpkNFSvra0wHc8LIJ3IE9++/T5o6XOQFq0s1dg4LNDk2NlLaCGERhz5lacirnNHFiJVum2Z9m4cf76FdG+EIGrUAo85YXesgrRaNsGTv5C6t1Us0vA57++/TbDd49rnnePqZL9FohezsPMZ2XfLSsNQKeOvHP2IyG6K0swC4uAu4zL/xO//2p7OA/tWf/8+v/PY//g1++uYbDMYzum1BsxcRRx0G+3Mmc4t/7Rf/Ljv3H/KFLz+L7wfYrs90WvDWjz6h1+pwcjIn6mjSDCYTzXQyZDQbU2QTup1VvvdXb9Hr9pjPJgwvJkzzHS4GJTaGes9Dm5zNS7eo1T0uXdlgODhG6xKqDi998TZBT+EKj9F0QpJUlKrkzr37dPpd2vFi2yLNUqpqxsmjM/zYptbysWWTMh/jhQaND1YXYfzFiUYrLD/FxubsfIiQGsuO0AjSZMpSZ4nXfvgR+DalMbhxyHQcoqspG1tbWNJmOD+i03Rody7RjCX7x6e48TpRxyXPT0BHhGGXdmeFJE/JS4VSKb1un+HknKKaMpumBIEmCBq4XkDD9fCl4q23P6DZbGDKFCkVTz+zzdn0jKKsyJMpX3vpa7SaEaqQWKFPoeDGzXVmExhenLG/9x5Hg3dpt9ewRYSQCscO8D2PySxBSJt2PSAvBHs7n9Buewg7B2OQTrg48ZUKNNjCQpsKhIWUT66U8TJxe4XjvXd4dPdjVra/TL/n8dqrv4/jJWxf+eKCVG8vAMtaGSyLnymOhZRYAoRYDH7A/Iw/WpbFwuxpSqqyxHH8xaqjqRYZTgNSWAtDk7SwbYe8SCjyAqycioJKa1xHoqVAGxvXdtm8doPjwwN63dt89ME7bN+4Sae1RDp6hLEMjfZVLGOzvHwTz5EkpWKpf4XKjIijBmVRcXJ0wvJqj/FkAsLgOoL5ZIbjCGq1CGNyLEtTq8WkaYV0NZa2ENLBdXz+/m/8Kqaq8F0XrebMZydUpU+iphijUCykfc16TBT52FIxzVKCwCLwbAqleelLn2EwSYgDC4HFxvoqVeWydWmVTM2pOxZB6DGZTjk8yTHSJ68sljpttPY5PT0jy0BaGtd1ee75NRw5ZTDI2dzYQuAS+BGFUVy63KG30sTxA65fu8F8tst0MKFEoIoUGaZsbaxy984uzZVVbt/6DN32Fse7FwzORrihTezHOEJTb8Z86wffJ1c5QseoqgQliOsBf/83PqVe+P/pn//eK5PhCbeu/SOy6WPqtRpHO1NM7tFYWcZkGR+88zpFoVhf3+B0b0g2T3n/vbs89exVZkObTsdhfX2D8+MB/X4PYsH+g8fU2y61ZsClmx2adY/1a11ee/Uuxizz1FNXufn0U6yu1JiMKs7O9qj3fNIhrC63SdWEuJnSalsMzy9wENiypNIpZ4cZ3f4qYNFoetz7ZBfbjojjFk4UooopQWgzT/fIEggjaIQdZrnBSIkqKuKoSWTP0MScDSeUSYrvODiOTTFPGJ9N6a83MFikyYizi2NsBza3b1FUCa1alytbmwyne5RpQjoVeEENpMBxIqbzA2pRRFBvcXx2SKezgjGS4WDAcHROoyOwHY3jgsTn7OQRLz77LA/uDTmb+HSXV0jn59i2prvscj4tcZ2KKGrTafuMjsf0OyvUfY+V3hqlgp1PPmF9axMlT/jgo1fRpkFRTIm8ywg7xGCTF1NCx8LzXU5PztGlxUo3RDoxeVpg3ABZWRQUSATCElhSoqsSJFiIJ6cWjdaC/Xvv8+LXfp1mVOMPfv8/BSehERmqyqbV2UCVFmW5yHtqszhlgkDIBXQZy2BQKKWQUmLMAocnhERYNkVVoI2FMhV5USAtiWUExpRoSyEsA6aiKhXaFFQUYBkajRYGh6JI8KRPGHpMEsX0VLF9/Spxu4Nt2QhCNtYuI+IWZaXRKgdjIYSDLgvyIiGUPnYgcIOA4cWUXr9BkVvoyiBdSegLPDdGVaAwCC0Yj7IFoapavFdLJ6jpXZb6dX76g9dpRhZnF2Msy0Frh4oh5cyQFVOWV8f49SNU3sD1aoS+y6OdI7aur5JkipOTPdK5RTMOmOQzZpMJxk55eH9AkZaURQEy4erGFQ4PD9nYqFNkFkk5o9fr83j3EEsZLF+gSs10MGR8YVBUfOHFFxiPBqyur2O5OSqHBw8/YnP7Kvfef5vQWSGb5FR2RaEc2q0bPH7/MUllc/nKJnaWEFVT7NBwcq5RhY10JZZV8C/+j99HeYpyWkNUgqWbA/x6ghfl/Oovf0qD9P/Zf/wfvRJ4LjsPH/LO2+/z/MtXebwzo7sUofIRStfZ3uzywf1j+m2H49MT1jdX6XdKEAn7Bwfs3J9R6ZSt9WUUmvOjU8IwpNIOOk3Z3L6GLRTCUmxeX6G/ssrwYspb3/oQEZT4Xo2r1zsIky48Lzv7LK8u4Tgl+wdjhLGIQkVsxxgjmE89Wh2H61stxuMEy2qyudUmK44ROiSpLCajkqC+RDUvCOoVZTFFqwBBTsOvmE0SssJCMEVXmiS1sC2PqkywrAS7NqdKDb4jCYKCWs1lZXkNKXwc3SawBaPBBZao8GRI6MDx4BFUM4Jam+H5IWpqEQVN0tkc36kxng0prCmWgM/c/jpHh2fkpWJQnFMPO5wPLyh0RhAsMxwcENe26fQhS0tUboEWCw2wBYiCdJ5yeHKG1gpj20QND8utMRg9QmiXl158HtdxqNVXQJcU+ZBSp+A2sKqEWiNAehEGiOMAIeoY41DpAo0Bo3BdB/QCV6eNQWsLy1oUOiEtOsuXMdj83n//T9lejjgfTJhOBEd7H/OZz/4SRZ4vKPVPtMg8uW5XVfmzHqgxPIkwLaydUkrAoKqMqsoRpgIlMEb+TBOCWPxMVVmUVcp0NsCogrLQOHJRzLSZk2Upm5s3+dFrPyaKAp5+7kV+8N0/5HD/J8zm74FU2HabwPGotI1VTTk/fQ9PxsxKjbAlUQDNusY2IXG9iVaawhSkWUo9DBatiL/t4SpNnrN4b8ZGGQVYNJt9JoM71JsezaWniBo+lvSQnsJ3NTq/j1uzMCak1x2hK8WdD45oL7UxqYflaYQdgIE0rSjKiqIqqfkOq12fyViDMhSVxgkkeSHobiyTz87wI8XB43OiOEQrh5PBAMcpsW2PsphRGQFuiGMLKqtgf/+QTickm7ikqgI8PvrwHn7cYXqxh/ECJDkUht2HR8SdkG6sSdWACJjnORkOy2tdukt1js4uONufMZwOcGolyaxObhmCKKXKCiqj+Hu/9h98OgvoX/zVH75iaFLrFHi2Q7814eRkTBx7eIFCFRajsyGXLm1wdjzlo0/usbyZ0fBdOnGddsfQXWngNB0Oj6bYleLlr36J4cUB9TZ04zqua4Fx+ejjXUZjRUXC6OyAW88sYyxJo9fg4UcTPnxrjx9/52OuPtVlPvBw/IzQifHtEhk5nF3MuXbzGeyGJC8ls+mE4+MLLm0vMR5XVKrEtQOC+iYIj9H5AZkuEES0YokHTCdzaq0GqITrl6/CvCRoxXiWJIwk7XrMZD6lHteZJRdEYQB4jGcVjtJY9hzPixmf7FPpgkf3z+h1blHNRzRqTc5OLxDzCc1Wh7gRMpvnuHYbJU5p1CPqcYwwHkmaYqoOWlaYQlKoBMu2sL0MR7TprfaZjqbkyYy42WaW5lhaYQGt3ipnJ6c0OjEZGZWecvOpPlXRpSz38ZySuNZlMmxjTA+LkEarTjYzLPc3kMYgnTrSBJQVSFugSkWSjEB4OE6AJTxcx0aV+knwXWK0xjI2WBWWWVQ/KReE+hc+81me+fzPs739Jb708q9wcfaQt3/y11y6/tkncSSF1gZLmMXWEADWzwLzsHh94VLSCx1ylYNenESFY+O4Aq1zEA4WOVqBZSwqlVGpOULatFp9hBUyn13weHeHa1eeZTqd0u/2aLa63Pn4fbL5ITgjVtZuUyYenW4P8NDFAJ09pkgGRLUuWsVIp6JZs5DFGfNCMi8yktkYgUFaLkpXuJ6H7we4rkelclRZYklBWRbYQiKE4Z13f8LnXtokyUIcN0Jrl/nkAdp4zCYZwgswZoBlaggCbCenVutR6YjV1cUtbTQ4x5bQ7y9jqgIviMiLgiwvuXTjMuPJgGIyZ5aCqGwOD4949plbvPvBY27c2MIyJWluce36Okd7pyil6fZDltpr5PkYYyS6FLTaHcKax/n5Oc2mg5Qe7XaLux/dYftGE8+SiCAhLyu+8NLLvPP+x/SXJeiU3N7Aq20xnips1yZQBlXYTMcTrt66zOkjwTRNQGjqLZt8AmEg+NVf+ZTi7P7L/+KVV8bDGV6zxLY0nY5Ld2mVwWCEcEsiv430MvaP5uw8PGNrvUFnQ5LONMeHeywvrZPlFv3lPkleUPOafOdbr+K4Pu3GKkWZ4Lia890JbrMNWMySglqrR2/N4fHjCw52T1i94uA3Kl5+eZVArvFXf/kDJkPD5z//Gd6/84het8Fk6PDm6++SZlO8yGGeTDGWTT5NGCVHpGrGbDrDsRVJliCsBCMq2s02mZpy+HBOVHcYDccc7R1z6+YW0zKn12yhyckSg+VC4OWcDcbUGk0ir0tvbYv33n2HwGmwutyj13c4O5/x6OQEWyq6/RX2j3cRtkuzH6Iqh3luUVQjbKeG0TalNaUROQgtcWSEH1gIK+bxg0c0mw5XNp9jdH5Oo1Xn3icHXLt6mSiGJB1xejGkFi7hRS5aGublhI2NW5yeXSAQ5MpmPNujEXvkSYlxPKZzi7X153Fdn1ocQ6kIGxFltQB/lFWFxiDkAuuGG+O5LkifSpWoMkcIsCyJFD4GvXDBS4NlNOAgpESIhd44zXLyRGChyauC7Us3ONnbYWnrBlqrJ554sJBgGZRSWJRAhRALFYjWGiEk0tZUVUGu5oCNZTuUZUFVFmAtBh9KFRhjKPMSo+a0Wi3iuMsnH9+jUfNQaC5fubb4nStDWhWEgU8U2TTjJcaTXdJ5zpXrX0bKAIsMZWwoIpx2gCHCsnwMCy9XEGSMJ4qysojjAIVGC0PoOThSoawcVQjKvEQpRZoUWNai1/vqqz/gmeefI52HCL+GqaBUJQiXIOiA8hiPSsLQpcxjhAyxRUwYtKlHdeaTEWVWEoYhpcqIo4gsT9Fao42k1Vrm9OSYJJlRq7s8frzP8voSZycz7t47phYFOD5EVkmZGz785BHrmy2uXe7R7ubsPsjQLHivWmcIW9CpR/i+oCosmpGgG1m0+n3ceo97D49pRttcf/p5Hj16RNzqgYSyCvCDmKqSTM8PsITH+OIUL+7R6vRI8wTmFuejEarI6K/HqErguCm/8sv//qezgH7jW//dK+1ml1rbJ51mbK43GWUVaaUQxsEARloMRnNUMeWpZ7bQquCH333Iyy+8wEePx5xPx7z3ozOanZi9/WO63Saf++Ln+Mmb72JpwejEYpDbHJwc0ew0KUcadIlRGdmsYG11BektprOZCbFEjaXNBr/wC8/y8NHHOLaNFG0+ubfP8vIqzW6donSJYoPjzZgWE/r9NaaTCX7gUqg5N65dR5SGVE8xVYkjSzbXVqi3a4RBH+EZ9k6OqdU61BpNxqMZvaUGw+GcJBX4Xs7gtMC4htFOSqOzROAoRuea88EEKy9YancXYe4qx6/ZnAx3iOsOOk+5fuMGjhcxTg6wqjpBmJLMa2hV0YxipO1yej6i2+2xvLzE2dk+9WgDVXSoxQ7DwRChxYLyIw0FENohyAjP9lhuNJCyzzg5BUsTBhsstUKcuEZRNFleeRbLuCgjEBhs38VgkeQFgedxdnZMq7X8Mx2HVhqtHMqqwJMuSuVsbfU4PhoyGj7E92MsUSFZUKWMVS6GQkWOsRZ9UWnzpM9poXFYWn8KKRy0NgjhY/RiaFRVajEk0ouIklIVRZZTFItYS5YnCGkhLQ9jSioFrmMjJU+2iEqU0ni2wyQZ4gU+0vLIZyPWV1YRVgkIEA5VViAtSJMZJ6fnREGE60uuXnqee3c/5umnn0NlgHFACzIkoT+lXdtlXjhIYVMZRVHUmGcV89mMIIzICzClwnM8gjBmlpb4vsu8GCOtxXVYINEKnnrmCqoUGGuB06uMwg9CAq+OUZqd/V2M9NC5oCglUSxQ2qXdC3H8CUl1QaezQVVaSDvk5GyfMHQxOmGp63A+nDCZZbQ6dXQWc/v2NcLAxvUrLtICcsFaVzBOTrCdNruHM7oNGxGcYSuHG09ts7t3ge0oQFMLA+Kgi+MckVceYSwZnj1EuoZvfeM1rt1+jvE4J8vP6HTbGMB2Ih49PqJMfcazOYEsqbVslGjg+DlYNlg+P/jmq2TWFFt4nO6nNKI6B/dSfvvf+pTSmH76xv/5imM5TJOEetDl4GCIsCRxHOAHEbZvs9xq0uwVPPowobcSsrd7zOblq1TCMBxqtref4ez4gq3LG+TFOa5r8drrH/LiZ25zcphAbFGMUwokZ3vn3Ly0wotfvk4ynpJjUakW9ZpHkQ/ZfTyl7ke4fsDuzi7NZhfL9rBo8vGd+9y6fY17+yc8ePsRT9/cxpZzEJI89bg4Lel3ljGVQaUSvxkzG09xXZtsulBVWJZNb2WNk8MZsiq4ONohDgNyBUlWocuSQhXkRcWt29cZnE5obdUhO8WxFTKyiAMfPzS4Xp16u812yyVRKY508K06vUYXZQzTUc7ZYJdWo8NsGJJWD8hmIZ6viEKHwdRH5IJbtzdJEkE6X+DZjJG4dkyRanpLLWajQyynS1YuYkVJqpjmIZWuWO33sYMGgReSTwdkehnLa+EKn3kyxxE2whbY0qJCEPg1giinVp9gaQv1ZFBjSwdjOQipKaoK37eZzEs816UWL5EXFUlyQuDYVMrCtZ3FA2Q0BgOWXPQ6ebKLbnhiu7SxbQdjKhxXUFXlYkAk/3atU2PbNo7rLTKfusJzHbI0wXYEWgmCIKIsKrQxiw2m0iBMQprP0FqQzWcMBqc0ak1yNadQCikBZbj78V9xsPM288k5l648TVEUCHxKA93uOlVhI4UABNLV1AOL2RRCV4NdkKUBucopC0G9Hiym00VOHIUURUboeSTpFFUlYAxlDsbkIAQq03zvu99kZX0FpRXSZqEgKUuatTrj8Qw3MMwTC02B5xS4kYMqCnyvhmMLPLtgnjxgqb+JsTyiIKDMJVk+o9VqIJ0CjwbT8YCkyPADm92TMx4+3KPZrJGOJX7UIAhtjKrxg++9iRMLRlPF9c0l3vzJDjuPRujKwXUDPD/ElDn1Xp3pFITvIZwIQ4rnrRLXVumvtNjaXmZwcsQnD3a4fO0pzo/P8HyPeq0OKKR/SjIdEwQxhgNct8t0PODs4JR5IZCWRkmYjhNwIn7nH35KY0w/fv0brxwPz5iczFldbxH1Qjwv5NXvfECns8z56RlhWPHgzgCjQ+pxk9uf20LlJVmVoUqP6fCClz5/izvv3SFsBVie4B//k3+XV1/9CefnE6yJoLHaJp9PqfddtMqYHBe892CPwfEMW5ZIIfDrFeNzF8e38ePFB8V1OkT1JfJiTJbNcIMKkRfEjRhZi5gNDLbxybOKTschDpdpLPXYf3zM3qMLNja3ycsxTgiWdtlYuUSzv8T9/XdoNUL8OKbda1Opktl4hChyHD9Ga5taIJiOh0zSKUJaFFVJI4oYjnNq9SWS9IIqSSkJGE0KPNtDxg5bG8/x1k9/zGBwTq3jEcuQMPh/qHuTH1mz88zvd875zjfGHJHzne+te2tkFacSi5QoWVQLaqO7gYbdtoFuSQbc8Nb/Ape2dzZgwAbslQHDLRktGy232xpb4kyKLNbAqrpVd86bc2bMEd90Bi++rLK8FN0LMja5yEAmkIh8v3d4nt+zwFpPOChY5nPC4Cp16fBBycnxisW0RAqDCGKyKEbgsMJQOUHtdhDK4VCXRI4m8VJKgSdjXmTgoRYj6hqyeE1lA5S6jLnQIKOY8+P7PH72bzg4+RlPnz1mOn/MO2+/y43r1/EiRGERDrQK8DS576GSCOUxpkQFivl0ThhppAwReGwTjfTZBV0IcLY5qEjVMDyNrfD8bX+7uZQ0eZQKMLakKku0TgnDkNo0+zPnLN75BtxsPbWpqI1DKZjPZ0RhgFYCHbfIWjGlkeAMSSipfIzA8OGHP2C8uKDdzWh3byEDgJiyNCgZIKRFRwFVVSJ9wGJZ4qTnYgGD2LMsExQJSRpgaoeQIc7VrNf5ZQy0wBgHAgKZUdQ1zpWYyvFnf/p/87Xf/C0CNFI2bqpQatJOhrr8u1gs1kJdw17/KTvbA6paoOOCQX+P1SrAl6fESQ/qHWq7Zr4oybKM0gmm4zXL6pTt3RtkrYR2u8NkeoarJfvPjkkSxXw+Q0ch68pyfLwmXRcRdwAAIABJREFUboWURcV6JljXNSqIqWSODgJ0AO1emyovGQ5HGOOI2hsoOizXEyyOd374AUU54cHjx6Rxj6qcEgSOSCqwU6SIUHKFUyVRvIGXFRvD66hA8+3v/BiR2IaVoCV13QCy/5N/+s//zgVU/rsuhj/PS+kQ6SWdTo/1eklRWor6jDe+9BLTgyWraY/Dpyk3b77C1rUOrbjk/PkzrmxusrnRpZNkVKscGSqkTTm4v2T+KOLk5ID9+4eEPuGFN17GrXN0FBBWbTY2h7z+1udIfYswknTahumJ4fxQYmuDqWrOTxesC83DRx/y9OMHCDTX926SdYZ4aXFKUUwMGxtDVJyTZh5wCFESWcXOTod0M+bj++8yGS9xriDQlvc+eIcP3n3Arau3CDq7nEzGtKQiigKQLVa1JY1adNKYR588oTfaYDC4SRjGjAZbDDq7hMJzenIOtcCsLGEnYzAconQfn4c8evAjrt/o8PrLN8knBi0NnV5EsdZ0420CqZhMz7Amp9fuMJ8u4VOdJTXz5Yy6gjRtIUxCqEJs1UaJDr4O6Hf36A02mJWG6drgigVStxBC0GtDbI8xxYS6ENQefF3gSsPhwU9x1qOUYLmaMp2d0t855r33vw1e42WCJaG+HPuV8BgUZS1oJX2oJZ3BCKk8NTXGOzAGaxu9pnMN+ENIf7kaUA0A2Ri8E41X3X16lBKfFVFTC6QKsa6ABhGCkhrhA+Ko3XSyqvmnU1QIX5GmGQiFp+GABiKmlWriqI2xEaHQ9EfbOF+zqtYMNj8PBERBBKoi0gIlLVVuqcsKIUrW5YJ8NaOTpkgUB9M+xjWe93xVUpqcvFg1I2sQEqoEj8FbjxSNjz+fLvGmTaeVMdjZ4s61Fl4ajKsRaAICOklImMDe1hUSGaGERxDQGewx7MQMhgvaacRsdkJdCeJwl7OLObU7QYqYOBG0kohISFQUs1o4qqrCGZhOHC3dIYgNN25ss7HT5tVXrtPOOrREhDclwkkUJb/229f5/f/4c9Trim6UYkpDGAUEOqSTtVktJhSzMVHtmY1PmYxX3Lu1R38j494L27T6lnsvj+j3Y07OThmPC5Yrz60Xb+C5xcbGG6StPn69weNHT+mO2hTlAkGADBKU10ipyOvy56tdvwgd6H/93/wX3+zGIVdvbXL4bInJ53STXZRWxMMzbB1xcnDOowefsHMlAjknTWN2N/c4vyjJz5aEvZTDJ2ds7Cbce+k2zw5O+eFfvM0//Ad/j/OjYx4+fMiVa1tMxxYRFAw3euhWiyfPHrE5HBK1As5PcjZ2Yl568QZnZ3PqpaTTiRhujHBacHZ8wNWrIzb7KUlvi/V8Srvf4aN3HjPcCNgYDsk6Ia6WvP3+B1y7eos//j/+gpdeeYlB1icMJca1OD45pZP2OBsfQelZTisKV6F1C6dC5ssZlVnSGWS0u13GF2tSaYlMw/5Ee47PJ+xsDYljzdJV1NUZ3guWkzVb21vUxZj1wpJ2BDv9PnOveXzwlNwW5NWKVqRRzqNjjUOQRjFBGBLJmCiNwEsCHWBdQxAqbUEUhAinCVPBYr1iNlmgUCgscRJR1YZ1XrCuBJUYsLF7gjGWQPSpao/zFWmvz50bX+Ts9BHL9YIki9HCY/2M4eAKuKDpyhCN++gzfpLEuhqtI0yZY6xnOjkgjvt4oS9ZnFBXBYFuEjzrutFjmtqhAonHfXZ9by7t4F0j0FdBTV1YgkDijMPYijBMCIIQj8fWluV60UR5XBZYBzivCZQEpSiNRHgLTYw9Tije/v6f09/s8dLNXZS7YDC6wXJtCJTG+UbQrwKBihKqwjGbzWiPYo5OJkjpkdI3+1vd7G6FkHgMWrWbh4K0OLlERxGFrei2AuaLpqv9/g9/xJfevIOzZ+R5B6VCkljT6kiiMOXkZEJtDU4JqlXJvFxzerzgYuGb6WtZkNcJcaIJog3KtQKdEYeWyUWOcYra5CBjkjhmZ/cOh4dPUEpy5eY2+0/Pidua/f1TZAyhOkDonOmF4PjiCZHWPPlkxcnZlNpqhMpwPicKM05P9tnfP+PmtZytUYA3Gd/7znvUYslk+ZhAt3i6/5yNToe94TYXR3PmyynSzZms51gx4c3Pv8Uf/6tvka/m9IYddCoxM8v7P3uMxJGbutEWo7BW8c9+7+/egf5CFNB/8Qf/5TcpR1zb3mDuz7k4LOhvxQhvyJKCdm+X19+4RV4X7G7RyDKCHsezY6oyZ7pQOFOyvz+h02mOSMONDr3dkP1n+7zxpVc52i+o8oqnT55SLx0qhNdefJ0Pf3pIuz0iTWpaySaWI54/uaC70aGVbTKZnrMuFkjZZTSokeER7/30AbXx1IUl1CGjdkIQCdpZi9lkzYMHJ5yOJ+i4QgcZSbtDvhgjpafXHTCdL/Cqpigt62JJljaFqtVOuTg7J0s7tPttqkpw+5UXUUqgqop2x3B0WKDCgNt37nD0ZJ/FcowQEVEWYWpDK5VIWrQyh4w8SI9XHl8GrJaCKJFIF1LVK9K4RW1qVnPobTikCPBiRV1VxDrEmQIdRtRVhfMKJ3K0igmUwPkYqSCMNHVtqKzBSYtSDm8lWk4xq5wkjlisNEIJEBWhaHF2/gFh2zObTolUgLMB7U7EwbPn7F1/EyncpWbTNDEZ1gGyuWYjEGGCt4IoaKHCAO8NAsBDIAK8tFTV6vLnwKepnc4KlAo+Y4J675EC6qoi0AFSRHg8MnAIESClAizF8hyhmujiQDb59MaBFx5pDY4IiSUQAuubdUNjbHLs7G7yve/+a3b2NlESpNxGWAefxjAraGpu85hoRPoW6yQyVLiVpqoKQi0hcISqddlFX3bZQhELgfIl3oVEMsRVlrgV8sK9DpE8A1+xLiKUUFS1o9fpoHXAqigIvMSKElDU64ZLde/qmgcfL9gYtfBBjyhOSMOU8XjCoN+l379Gvl6RxAkOQxhIbGmZL884Px2Ttj2Hx2ckYY/xyQodep4+PebO7ZuUJuTB/WdM8wtubGyxsorVyuPQCFeSpAnbW1cJZE1Rwo3bu2xu9Hn/41Neff0O3bABqVixwkvD0YMxee1ZrMd0dja5NkrpbsSsJjVqURAOdijXJcX0nNlsxW6/w9sffNxYsEOF9Q4lBd5I/unv/ZLCRP7wD/6Hby7rgv3nZwTZmk4nYXFRc3ExhyKgNAUoz/WbG1ycrPjXf/wJWTgg7raZnFjafc/2tQGt3oTpaQ1BwsHxJwyHGYONHot5wfnkmMEogzCmqgxxmDGbFUwmU85Oj/Eq5fx0wZ07V/novTNevHeX6fQY60vWVUWoDL42xKljuRC0WlsUheLs8Ak3b2icqfHSEqcbTOclu7sb1IuUX/vqW6Br0jShrDWf3P+EreEVrEspiglBavEoqjWcPjsDKxhuehbTCqkV0+MLymJO7S3H4wt0pFGB5t13f8ag10PJkHaWMZ3NmZzMePPzb1AJOB/ntLoRs5lD2orxJGc02CJL+wy6WxweH6CTipfuvEScSgbDPSanz+lvbRJFAcVaEwYRxhqMsWgtqI3BO4/WmlUxwboGzCEChfAKj8K5hFBYwqjAlBWbGyF13cZ5h/FQO0cU9hFEhFSEccPXjKRmOHgdJRO0UjjfiNmNqVnnC2rrCIJGYmTrhoqkI9noUl1TIAMlQSfgRSMsF8GlVMkjZNDo3oX//4zwzjukAiVD4NOxX1xS6i3OG2SQAYq6FpcZSSClR13KboqqwDcWKax1yEu5lbcWryJu3voikd7C2Zg4GoBqvPZCSKQDJx2hUE1XrCRFZVHCUeZrdBqC8nhrSRJJvlo1BhFjEIT0ByGT8Qmj9pp8suZ8VpJXlvOzI+I4oq57zBf9Zl8sQKkAfdkhr+crZBCS6IzRMEaJB2jdY6MfMhpEHI3TxlYrJWEUcnh0iNIB8/kC40qqsma9LLAiaFJbvaeV9Tg4nDE9MXzprVdwzFmtBNubm7z34wPu3X2JDz76hN1rd3EiRDnVTApywY2bDlNoht0t7j96zKoY89ZXfovZRHJ69gxnPCfjMTubu5hyjHAx1gm+8Y3fJIxH/OSHf8pLr3yZo2MDqo+KA5IspttThG1NmOX8+f/5Ay4WTT1phhZHGEasyxW/+/u/pE6kH//4D755fmIZdtsEoaeyAedHSza2++w/nZK1FEGw4p13HnLz+guMdva4OJuheyXvvf2E63clRbnAWkWaQWuYsZoKoiRjNbEUdsX1GztMp3NS3aE97KDjkNPDc9IoZjAcUS2n9HodVqVguJHy5S+/xqP9A0xe8NWvfZkobiFEBaJofM2qxrqYQCnu3NwEoTk/nXKyyFkvLZNZSawqcvOA2lhmZyvaEbjQUdWOWAueH5yxtXGVYbtHnHXI2gG3bl5h1N+g1Upox7sEgWQ8nVEuU7qDmqtXXuXkbJ+sM2QyecZ/+E/+IxarirSbEIWSUa/DtJgxOV9yZWeH5wcXDLc32dobsF4sWOfnHB7vE2jN9uY2zx89QnqPKUs6acqH7zxguVjQatUsF3PSqIWONEXuEIHA1E2WudJZY6kUCSpIcN4jockGcgZHgkNRGc1ytUJ4TRSnlOsagSQMhiRxhncrdNjn7LTm9t0vUlcrKrPAGsVqOcP7GhV4BBKvDKvVnNWywFlLGEZ4L1Fh3OxCpURcetSFAKl0M6aLirqsP+tgPx3jpZTN+z6TNV0WVefwvvHMO+sQNJ2qtQVSNtd+xyXLQAgcCu8ubaeBJYk11jikbCyU1BZX1aStAdZJrAtY5WsinVDbCicCQmGxQhFITygky3xBqDUW1/jzpQAb49wpxh4QyAThPBhFK11xdGQJ0g663eZsfIIOPGmyibEeYxWh1jR7XdBKoCJFXTkIHVEY8PzxEbdvZwSq5v79E/Z2B5ycS7yHtBUR6pjlvODVz73F9OIp4/MVSScjbbeghtLUBCKmyD35eo5Fsv/8hEhpAmep3JrPv/o6P33nfZbLnBu7HcZnc0rfQK7rWoAfEIY9Hh/c56VXXuXlO7fIWhGLi2N8eUjpu8Rxn6eHH4GK2Lmyw+b2EHzJH/3Lb0PguXfzDmv3iMMnRwx3RlSrmqzjaUUJJwcV9z98BpFBCo01FlM3k4VH//KO8P/7v/rvv7lewc07N1hOFtRzwT/6h6/x8Nlz6jxgvUyYHlle/VIHLxUPPllw8nRKoA1f+9V7GO9xtibLYgpjqMs1g42Q6XhJliT0Oh2Kak6npXFYnj07pqqaC990uaDfjfjCm69y+HzF+OKEOAm4/9EhO1sbVHXI/fc/pD/cZHw+wZYbbAzuslhecLZfI5XkL//iPtO5YDqv2Loi6GSCUHfpdgS9VDNfCJaLJYNBHzzoUFPkc67u9mm1UgZhytnxgmW5YnOYoLRjeibYf35Bd7vLcLTNajklSzMuzhYND9RVxK2IZw8PiLTh/GJG3Opy9eZtvv/dHxAEluV4xb3bL7BcH9ESLbJUk1cOH1fopKaT7aJVxmjnGsIXYCIMhru374Gt6fQ8ZRFwbaeDrdbsDsMmbZIQUwCqQmCJtSVQAcIIAmWprUepFBV1qKoYGbRQYYjzJYFWBFFGVU6IQ03W3kHpHqOduyxXFYFS1KVvdrChovY1xjVFK1aayqwQOqHViRqZUawILoXtQsQIKRpqvP+0QIoml+jSs/kpP1zKxrJpbWNzdM6BMDjXdGm2rvE4TOWw3uJs2RTaqsILiyLGXnazrqRRGQiPsZfFXjZfnZH81Z/+L1x/+QW0ypoceSEQUlFXDbi5riu0kBghWK/XFFXd5KorjS0dwmu8CchSy2r9EBVUSLXg5NwTxgHeB0xXiihJmYxn9Ds7DAc98rykWc+u8a6+NCLUJElCmqSUVUmv3aXMK5arChXWPH+YU8uEi0kAQUAri2hlLWbrGaoOIChZLteEUYBjRr8bM5lNWS8Mi3yBrR11YbG2IIsiVnmJUIKtjRFFfsaVGxscHk0aEb5QKATT8Zwojnj186/xyUfv0t8aIqsVL7/2EutVxXJZs3N1l+fPPyLpJzhh0a05d2/8Onk+ZnFes707pC5Svvvt77OcG3xdUJYVtauI24Yyz+gP23z3R+8T6pSi9Hg8SjmE8Fjv+Ge/+5//cl7hz88Mg0HMh28/ZDDaZjGv+OCnz3nzq7+Kkpp2b05hLd/6kxO2Nza5dntAEBfUU0UUgq8NAQnUlo1Rn0iDCpZ0tzxnp3PiqE21qPBCkPV2uHllRLvdxqgpw0HG8WTKT997wPHJAc5qnj+bEQcpJ0dzSpOTpBFbGwlXr9/i9iuv8MMffIvOoM/29ZQv/dobfP7NWww3YlRiaekRxsd4KbAuY7oKePj4kKJ0GOcRTrMxgsWypjARzirO56cYO0Upwf7BnH/5h/+WyXTN0dEJ5WLFD/7ybYTLWS1mTFcnLKsp/Y1t8mmbk4uS6XqK9zk3r13l4yeHbAw3G49zu83HT55hXMZHTx4ikyFBpbm18zKtcECRl0ivyZKYlm6zd6PF5tVtZrMJYQgPP3mEUIf85Pt/w2gzwzJh1DsHFZImNXVd42pDmVfgJhgKjFkSxRprFyjTINy00lRFTRoOWC9rIhWQZRuEcRul2tSlxBeelhR4F5KkHawzjWTHCYSvUcJS+ALnQ+JIc/T8CBBMp2OsKzHOYs0aawqcr1DqspOkQgrbsERVM9IrIXHGgPONxMmYxvvuA4QQze9VEu8l+DWhFEgf4C9RdwEaKSq0aChRMvQ4q3EoVNC4mYQBJxXb13pUQU4SjTBOYOsKbzwB6rOONwoiHIJ8OaMoxlT1AqcEHkMShwTaEmjBOrfEaRtjIqzbZnu7hSk/QShIo5R8tSKLFKvZEavlOcvp6jLGw+JdgPQRoQgx3mBsQZKECAy1y3Gi5pNPVnjRRehP3U+eQKcslhWjdMRsvaAWmtIIpIrptndZLCxcYgGkUlhXYGzBvZd2eOnuJlIZglBTGcO6LlnPa0TlcV6jpWRjW/NP/vFXuH37Kj/+wfcZjIZEoqTTTTg6vWD/+VO+96Nv870f/wgVxeTzCWU1ZbkQlPkzktCjsgV7t0L6A8cXv/4Vbt95ldt3riNlTRIJvvsnT1ivSt575wmRjinKFUnc6H1r75E6QKm/M4we+AXpQP+3P/hvvylTy9612zz58Ih2OyTphhhXsVzNeOHFa2wMN2i1a7YGXd756TEn+wWvfvEKH7zznOFuRrUISTt93n/3Ka2eIYoSnK9wJuV0f4IxTX5Lvrrg+HBFq62pZ4JWL0UFjih0RDLk3uvXePjuKRu7HcbPV0BOOxHcvLHFu/efEYcZmzt9VrMLvAuxRc2VG1co1gXdkeaD959x+0bM9nbE02czzs7XfP4Ld2lnGmNhXuXE2TbXrrbJsop+T2MWBpm1KIH5uGL37h2GHYhjuDh7RtraoFitmE4KdnY1kY5ZV3O6qaOdxCwXc6zM+dWv/nt860+/w97eHh5LJ6qxNiBQKSqUCOFY5Qu6cZ/Klli/ZrnUSNHm1laXxaLC1Y5HR8+5mE3pDrp4D2EcsaqWRNku5SJntcrZGs6ZTUOiMAJR42yEJ0AHFi8glhonaoz1FMsZ7W4X5z1CKnQkkDQU+HW+uNRdlhhqhIfa5KgwwguBsxZvA+rKUq3r5kLvm6t4ZXKEl4RhjMZQewDNJWQOHAipmmRN8ele04MA55s94Kfdp5SNvMna5oAlhGhiOvAYW+MweB8QCo8hwXsB3uCcJ5AhDoewzfEn1BIu0yv/+I/+ZzauSvYf/ZCz80/Y2XoRQ0BtSmztm32ulORViZU5SrRwbkXMnBCYLnJWqxKhHVo3RaeXtCiqTRQWqXIqJ1As8eaI7b0beLlER0fNrnodIJ0kG/TIS0MgNDqSmFIQak1VGfJFhQo8yzJDuAYn6LCoSJGl8aX/v5kIFpMJiIiqLlmtc6qiorY1i3lBf5gyPW0OUsvpmvPxgjhRRDokLzxhoHnlxTe4OFmwrirsaszNe9f5+P4TTk9XCGVx3nJl6wpOGtrtAVl0RhwmvPa526zzivFkyjqf8vLtz3FyfMJ8NqZYO4ST6Kjg8PkDkpZmsTpn0AnYuHKdN754gyc/m/CFL77Et7/7A6I4pqga+25AgPEOKfm5MpF+ITrQW7ducPvaDZ49+IRAQ5hZuu02g15Jp6e5/94F55M1cWeTj54+Q7mAIIXOoIfWGdduvcb+0ZKf/uCIwLdJosZVYUpopY5rL+xRFo7jozFlacjaAcenE87OzlBZwJ3bL1GXAVm/w3x9Tn9HYiuJ1XP2rkRs9zK6/au0VEyUSLa3N+m1trnzwg2KCchyxpVr1zg5vKDXibi6e5XAQRAZvvLVq6zPFkzPTnn57i5Xd69hi5LJRY4UsFw6zudT8BVplNHth8Ta8MnDY2pTsrm3iTGGwlgcIYHaRBNiVh4VtomyNvsnp9SV4f33/4ZybegNAqocahMQJprlKuf23lUGo13qukWFxFchaThg1I8ZT5Y8OZpSloqHB2Ou7NyiE4/oJVskaYc7r71Ivow5fPiIuq7phBOqqo9nxp0Xd/DzIyI3oZU+p/ISV0bUUmGFQ2pLmAVIOcV5Txx1kD7EOsHp2RlVUeMcOEI8KVEa4L3HGUOZL/DWEahGAiUDgQ4Vvjb0By2UDPFSMJueMF3OweUYs8b5JvPo0093011clkvRBMqpv+WhF0JgXdEg7IRDiiYxU0iLF41wHWJkoLBCYGyOp8S6Ai8dhV3jhcOI4NLJ5Cj9iiiA3uaIbjJEKImTp4ggR2CIQ48OHTpSlHVBFHoCKVHiiFiNyVROLA8JwogsaxMQokRIIFK0VCBzZNzBmz1ik2NM4wBaLvapjCWKBrTjNf0OVE6Qr09JIlC6QDmJDgJW+RJojlh4jXA5VtjmYeMB61msF9TVmsV8TBLHuDrEuyVJqFCB5a1f+3U63R2uv3C10QjLGuNKSmMJ4gBEQOA969l5AzRvx0TdCsOKIki5GC/IsjbeG/aGA25fHeHMEXV9gvMzlssl/c1r7O19gaIq2d7ZYGfzKtNJAc5jbcTx6YqToxXzqcE5yeGzZ2iXcTqOiL3k+f5DZFIxPlkRhJp1UVAUFUVZUlqDEA7nwp+rdv1CdKAff/JvvvnXf/o+V662ufN6n52b16mKFfdevItVMB3PyZcVdb5mfQQvvn6L5ydLElVwfHzGvTs3OXh6Cj6gsgEXzzVbGzG1irlz+w3e/uHHpJ2KdidBaU2WxQz6LYIsRFNzePCYoDXHBjWTo3OmF557d9vcemXEG9c/hwojfnb/FAEcPj3g6PgY4Vtk2jBe5ZwcnbCop6yLKS/cu84H7z+jKBWjfsJ6vQZqJvPmCnq+eMb84hhvE7avtajqOWWZIrxAsCJJIubzC1r9DU7OZiCmjDLNxtYG6IL1bIZ3LT68/wGD4Yitq5sELqfVu87B0zGDjSGH+3O6gxhlJV7kpL0rPH32EaulJI27LNdLeoMWfq0orCXNMgjaPD46x1VN5O7NvQ7dNCLrpWinOT48Im7FpJmCIETYFGGO2N6+znh2wLz03NuVVKuS0kVIVzQWyzokTiOWS4O3C5KkRb6eIcKQViemrtcEQmO8IYw9phQEYYkiJtBNtAS+JI4zqsJjbUUQa4qiJlCSJIqJswHFet7Acb0liQYY6z67OjcyKGiu7OqzHPiqXiO8awREojk4Sakw1jcplL7BCyqpCLTGlDW1A2vyhiWKxFpHqJpMemuaomsseFMjiNjZvc3F8TukmUbYkKvX7lLm4jINtOlysyxmXU7xJqQTWOp8ivHXWdtOI4cSHqk8gRJI1WO5CChLhxAG5Y+QYUYcalywQJARyTm1S6mrlLqOWE0WXN3usVovkboFQtLvd1mvc/Iipyo9rnbUxmAFGJUTiojaefJFQZrEJFmIDmKQS6KwQ7vX497LX+DJ44dML85I4oz9hwd4IZA6wDtL5WsCZRilcwZDgQ5WKJXy7vuPEMKRBhn9kafbSTg7rnHhmm63RgcKJdp0gm2Oz8fMVw85OfwZeelIwpDaGlZrRaw1QpVs7m7ybH/KG1+6R9xKeXb/KbnKee3lX+E73/sJ/eEN+n3Ls49W7J89py5KlBAILEXlL/OuKn73l3UH+m//6n1Go00++tmcJx8XfPDdj3n8yQkfvnuEtpIrOzG//TtvYRY5Wzc2+Pqbt/nCK3uc7c/4+m+8zAfv/4A79zq8+fUXaHcDNu5u8fEHkuNHNY8/fsTe3Q3WVUkUg3ea8XRButlGh4rD+xO63R7zVYAgpDXawbqcw8MTzMTzV+8/4OjsgCt7Eaau2biyyc/uf0Jhx2RdwfHhQzZ394iDAYPBgNPjFdevX4NAEenmOovsMBglrNY166UjTtpULPjjP/oBpRdsbI2ItaObZRR5zWh0i3zlaUWKzc1r3H9+zNodkmUR3XbC7o0RX/vKF8HEHD/4iE57yPjcAimlWSBURVV66sBjTIuDh8/Z2diEOifbiDBmRjeGtKMRPsW5Jcv1EfgTQu2QeA4nc771k3dYLAuePH7IYKuHyz07gy2goHALpj7ik6cfEqaaUWfBtFB4qYiZsds3/MqXv0BuGiBwVeUEMqYo1kRJQqgUroIozEB6BIqQGOsFVREhhMfJkrTbJu4MqMscJypqD2Vdg3BU3mNcjvM5FQYvIC/PKapJE9fhwXv32aW9OSg1hyPvHQKNkGEjQbp8eQ9aa4SAIAhACoyzLJfzS/xnfckWlSQ6QkuBNwrhPVKEOOux3qCTiMIW1HmBo02oW2zv/AqrZUgcJxjnMU6gg5TFvCLQXeq6REaX+1st8KqNq0NsJfCu4ZAKtcIIR7sbgJgyyw949vxnzFanVMU2RZ7h5ZBylVH7ASoNWeQaHZbc25JgDGU9ZzGfXOYlBXgKXvrcvctVhkZbicEjQsH1m9v0By1wCUkcsLN1iyB2eOM423+KNI7FByjqAAAgAElEQVRAhQRBSFWC9xbhBFkn48rmJoPuNudli+eTkrrWPHl8zuR8wdZmn6u7iuVyzaMHD1Gy4sXbtzg4cuRihJcZk/WYuy9+kTDoUxYdXrz7qzzdP6Df26bTCTg6PiPQffb29ri6s8FPfnif+UXOrbsvsNHeALvmC198jedPjsi6Qz68/zbrooJAUZiSonIMOi28twTy59uBBv9OKuD/z1erlXF2eEqQBhwdzFhOJ7z51m3G01PefPF17n/4MX/1f/2v/L1//BphCMvVmGX1iJmt+finT0iupsRpxCcfP6Ne5HQHXboDTxRv0m5nTOcLEpnQT4e4nmayiElVitzxZIOYxfEFo9GIQAtWC8cX3vo8w60Of/onf80rL1xleG2bzUGP+lrIn33rB/zGb79JflFycWz4rd/5bb7/o7ep8zW7eyPyWjKvFaPhHufP97l28xYnZ6eE6QxsD20s+TJha6dHse0RRZ+Ti5w0GCAZM+xv47RFMeXKtSs83X9Clsas5xlBsGZdjum7XZzM8MGCWvRZL6GdxJyPz+jqjNit0ImlMAuk7bG9u8X+4YTRqMPxkwsi1eajBwegFa2sQ7WsKT0o0UXHCiU0wgnSpM2z50fESZvJ/kOkGvH2/X3a6QbryiJqQxRo1sWcuvB4UbK3nbDdu8vp4THv/Pj7UEmi9hgTjViZOYlUGCMJVeOqwTeXd63TJhEy8KRhF4Aqr1GhRIUZutWmoy15vUQHKcV6gqkcKm6zmq8J0MStNsVCUZcr6rokTZv1x6fXeH95ma/rBvP2qRZUSkFjwXU447CWS8kTnxXiONI4V5MkEWVtUN5R1hbnQ6Ru/PsBhspIvDdI41BIrHRcvfXrRLKR6kghGx++dygBwgHCEIoEl0ZczEbEUUZVBgS6xguLu4wzkWKCYAd0hbECWxyhnCSMBPPVOb3ObUIdUFQhBB5nLNpqtnZ7nBwtsUPHwfMP2L2yjbNDjPFo4XBG4onxTuJcQRhkGAeInHxdIvEIYVjnEHpDpBpra17Bal2ytT3g7GyMSjwIifASVzuKokCrgFbWx9mIQAe0sjZxHHJwtCRWiry0tNp9pJW888GHXLtyC1VC1NLM12ecvvsAESTkRcWLQUQsuzhb0x/2sFazLuBgf8z21T10OgC3QLQ8sjQ8P53SigKWqwvwtzk9OyfMEsoqJwoSSlOT1xXWCMKfsxL+Qozwf/iH/903o05OW/eRNuf3/vl/wJW7CcfPZvzZn/8NF8clm1d6lIWjWhq+/dcf8Y1/9HlaHfjzP3uPGztXub0z5Mc/ep9OuolgRm+0QZREnJ2f0u8NidyK5WrGowdjZhfnqNSRL9ZECZRlyHDQoZ0m5Ks1yJyDZys2un1u3xvy9vufcHKx4umTGXtb2xSLNaPNiPPphNPDM+q6QAWO7VGLN79yk8cfPSBIYF0sWU0WDK5G+FLRG2aEZod8dUxsIS8tSrYIQkNnqBmfwnyRs5gu6XZSdH/AVtAn6HgyYekPMqZrzWx2QRgWVMUpOrIUsyl379xj//SEULRYVkuqvI0zGikjnF/jRYmQnuWiZDgISNIIQcxytWBzqwXCYG1FGE7xPsU6gY5aJK0R0/mK6zfvkEUe5xROBkgJsY6p/ApfdUjjmPm6B3WLar3gfDZlMnnMv//3f4fDU0FZeSQKpRRVbYhj3YSz+eYaKlUIKiJJI6yp8NRIAooqJwxCojhEEKD1gKqcYq2l09lCBhGVLellG8xnF8gwIhAhcdpGXYarNV2ovHQfuc/cSJ/64qW8DJbD47wDBFJ++v5mX2ptAQQYU6GkaA4PKsAai7AeKxzWO9wlzMQLMFaiVXMuU6oRm3vvP4sOEUIgpMS7gKqqCMIEJxWVvSTdW09tLaIRs9JJDGZtKZyirCq8kaTZNt442u0rlHWAtVDVFWmmmK8a/mtVaSprWecJWbtFGCmEiKhsjQoF0gtUBOOzJVYaFAahHGEQkWUBgYgIwoQ4DpnPC8JM472nrJbEUcIyLzk/PaGqHbauiCKFxOJ9SaudYI1HaI2OImYLz9nRChVUFFWFVM06Ii8XnJ1e8NKLn6MqcipykiTCCctyfczXv/4N3vnw+xxdHHDz+iuMJwUnR+e0Wj1snVIWOaZa02p3qJZglOGVKxvUMqIqNU+ePefZ0yOsCpAIhAtQoSAOApytMc7yu7/3Syqkf+dn/+abxUVKKy154aVbLPI1R08u+PDBE77y5c9TFQoTrFCpY7paEogWzz48p9Vu8Y1/8BY//qtHyFCyLiteePkm8WbIdDlBVDmnxxe4UjOrK67cvMLJ4ZpBnLGzt0VZlegipbWRUleG04OCULUZ9bsMRn1qV3J2OkMlQ6gKdJAxnS3wIiRxhi++9TpnkymVKVBhC2l6fPjR2+wOOgy3ehw/z7lxtU+ve5t8OWa1COl3t+h0B9y8NuLWrReZr084OFjQGS4Yn5fcunudrThlvJ5wZbBBYafsPz/m9pUbPF9AFHRAFkiTEgQl9aogVRFHT87RrYTVOufV126znFdo7cjXBRezQ27feJ3ToznbO1vo2FHnhvPJnDQecu3qFienh5gqoSrmxDqh293CGc356TmL+YLh1g55sabT2mY8XtBKYkztMCai3R0RRYK8cqzqlFllyFWLbsuzvLhgvnZMJo/4xtdexOQr6irAS4mUkkDFVFWBDqImH0ioBqAchkhhiNMeSgRURYmONHiLLUAqT5Z2EVIS6S4ybKIuJJq6mlyCW5oHA8jP9J+fgkIaHai/HO9l4yv3TecppQTnL49RDkEjtPY4lAiByywl34yszhZACN4hnGsKHgKsJNRRE5l8CXA2xiKExBhLbRt5qnMlzlVoJTFVhQAq22iMa1PjaVxWtvLkpv6si9VRmyhpU/uI2scoFeOcJQgUSZghVEMIW89LhPY4L4mTLkIKcAHeQKgtQZgQSMlkPGt4qUIgjCYMJK12B+dzXG1JkoDVomB6MUM4RRhr0izFrCuODy7QqnkgICxhHJFkIb1ujzBWJHFKWRRkiePxs0NWFjA0zjBbUdeeneGoWaGEJURzDp6f8OTgMbf2NvjJ37zDF974GrHqUhSG6WLC5uZ1Mp2BmuGpSXXExXTCt77zGDcu2T8+ot1JOZsf8PrnXuYn37tPmAbUpUckJVUlCWSNEAG1kfzef/p3v8L/QhTQf/GH/9U36/Kcv//1L/Nnf/k9NkYjposJ3e6QybQZR8uqYGdzg6+89SZvv/cj7n3uOgrJzpVdxpMVx0djUClO5zz7+JDRqIf0sHvtKps3Row2tyjWOTpTfPlrn+fh/UPOJ2dk/ZDTx8+5fvsa3lYUVYGzOV4lRLFgMffoyPL4wTG3b2wwXzTi/MnMYKunBLqPlAZBi6zj2N42uFVOv7XB+WLMybEiyCacnRiklQw3+6zmY0a9bXTcJZQ5Ipkhq5hep42xHtUSKC8hqDh6OMdLR21rbuwNGc9XUIUs50sGW4K8KAmSgM2ru6SdDClrrF8xOa9RRDirkT5ktVjg0GxsxjgUk0lFliQsl8vGrpovgJTNzQRXlExWiqoqAclgtMdqUaHrBVF0QWXbjM9nRFFIu9vD1IrFqiBRMV7WOANVXhBITdhOSdIt4rjPyWnJl7/0Iqcnx5RWYFwFQBDH6EDjvQLncKopPFJE1LbJLQqUvPSwW8IsI9AJ1vvLEVw3V2OaXKA47RHqDs7LRvZ0eTT6dFz/NHnz/xXau8vv/a2TgJDNbkw3Ep5PC6BS4BEYVzc2RwROAh6cE4RaYVwDataBxZiq2ZkK0cQby08ZpJ5IR43mVAQkacxqmTdoOifwjkv4iUEhG9aAE1gFtayJghAda9arFbZqxmatPCpouuper0usNfmy4uW7F0zOc1SYYGpPEAR4W2N946WPogbpNl9MaMB9AS6oiCKBt4JAJcSxIo66LNcLWqMEqRTj80PGF2ckSYvFIsf6Ch1lBEFFK00IAkHgNK1Ag25whKaUHOxfNOoG5bHGNFIzAnQskaoCnbNYnWDckivbezjfJ9ABroqo64sm4aDdYTEZY6sp7//0E3qDOWFkWawqfvM3vsrz6QM2BzGlh9Wkoph4zudLnK+ROkMZj6VklTcZW66q+P3/7O8OVP6FOCJVeUrcHfE//k9/wnKc8O2//pi42+dvvvOEk8fHlNb9P9S9V4yt+3ne9/uXr66+1vTZ/exTedhJiZQlyqIsyZZk2IocIVFxrKsAQcpFLgLECEIEMHKVi1wEAYIgFqwECGwIUaTYKlajKImUeCge8jSevc/uZfasKat/7d9y8c0+cpAASXRFLmCwsQtm1izMftdbnuf3MOjtMT+bc//xET/wQ5/h+Lzi6NFT9g6ucPT0GQ8fT9ndzUk6knSiWW8WoCRBNeRRxJN7dxn2LhHFkl//579BNV9x9dIORCm7l/cZZTkn0yWdjudkOuds8U0WswZTV9SzQG8sSdKcyZZmPHGkA80kGmDKM+pKEsUSoVfkySVC3OX+0THBJ7z04qvsTvbo5h2Ckjx5dJcbLxyyamqiJOfW7SXBbLWRv3lMSO9SlieM93bwAg5e2GFnZ4+Pfew13njjDXICWVozGu8hQsqgv8N46wbnq4JitWI0GaETh7EFJjgChrQjGE926PUUT5+ccXq8pNNRCK0Yj3YYZQllFWFcQlMZhAhU64rT0zXoCOEsQQiM3GK17CKM4+qlfTwlx0+mOFuRaYWKEwZZBykiPvfZG3z2lRts9fs8fvSUdVNSBcnX/vQtRlJxfRJTrzY448FKnAXwhAvQh2kcpglE8sJyKCOsb8dqiUV5RfCyxZIJR6BupU6iHdG4oNU711ohhWgv8c9tnC07NFxYONX/pci2PnZP8B5r65b2YQ2Riqlrg3d1K43yhkC7Y00iiaJdEUQKItl+Xq3bA5O1Fq01jtYz7oKgdhVCWiLdFnQVKZSQ4A0iWLT0KNoE0FhFSH3RxVYOpT2duM1AyrsJ1lYIpXHO4kPJarPk5NkMJyreu9NpV0JRQhoJsjggZEScd1pmqlZESiN9SkAigyCRMcErPJt2lSHS9sjlHHEESjb0Rlts7V7hzr0HmOfduSsQOiVOFVEk0cmayq4JSDabQCeP0EKj44hIRuDa176bq3ZlkA958drHiCPNR175IYTP2Du8RLulhtH2FtasyOIR73zrGzxbnfHZH/0M4+1L2BCTJrvcvvNNJiNN3hmzu3PI5z73Mr/7u7/Par1gPXfUdU1hG5yFVKWoOPBDP/HCX6t2fVd0oL/9h7/ypeXS8JffvgVWslyX3Lz6cR4dPeNw1OFj1/fR/YbXP/UaUsZ86y/fI+3EnD074fHtO/xn//kvcevREY/vTNsMHa2x65rrr93g6195l7PFGd10yNtvfoMnd54xHG5z8NIWD2+fEwtPZzTkdHOOziSmLBmNtpnNj4no4ERNZ6v1y17bGvDKq68itGF3e8y7t1ZcupSynHXY2h5QzhPOT1rU2rPZlKAVeW/A8rykqWOUbolNxm3ojrrceu99bry4w7wRGHPGptgg9YwkDTx5cI5sEu5/cMLZyZT93TFJp6amg05SlJJM8hH9/oBNMcWFGC0cpnEgNHWRUpsGZzxZMiTQsF5aBJ6tyQShBMNen8olPHl0h+/7yCe4de8WJiRIZUF0EZFstZbBoKlxHtIoI8kzVo1jsTpitDXE1Y51XbPeGMoCvKx5/OiU2eIuLpRgEuKogwklVQisxQmqfsqNFz/Jal1jhUJcHHi8a2MogncXWk6FlrK1SAaHBCprEEqQyIuCQYyQ6q8QeOICOPeheB68b3+vlL4Y18O/0YE6vG2/XvCuzY9XknARLSylwgWJdS1UxQPBtUJ6KSVBSpx32OAJzgMBoTQXhnpcaIt2CAEZDFK6toBJjzMer1oWk5SSuinbQDsfANkG4QmwpsEJi/CeJE6QUUxdwXo24+Bwi+Vyg4rANW2GUNE4Or28BX9YixUpjWkIUuKDJ/IQ5xneGbJuSvCCx08fEGUtkSoEjVCKrNNpj13CMB7vQqhQUlBsSqI4wzaek6cnSC1bM0Fs2Rl10aF9DbNuTlU2RDLHipoknfD+Bw/w2rbRKwiKYsNksk2rtW2wpqae9UEFbu4fcD67g8Wxszfigw9u4Xy7a758aYeTZ0tM2TDsDSirhKqy5D3FlYMtNquKVXXKlcMrvPHGtyiNAZXiQ427cE81zqK1pZ91+ds/+fPfmyP8b/zG//ClSCg++/HrLMo5L3/iVUbDA64cXucTn79M0UxJlWVVr7h//5TNeo6O4NUXrzPaHvI7v/XbPDtfc3R/xd7WNlUxZzTuEKUDPvqJmyQq5ujRKYP+Ln/zRz/LfHXMw7tThv0OeXeHoD3DSZeAodkYtg+uovWYiBhnHL1Ozny54cGDR1QoXrnW5613zumNJFuTlKPTDcYuOD9ZcHBll2605vqNazx9POfZg2c0RhLHis18Sdw1REqxWHnOzudMT4443B/hwgpnG3xo/dLBxKTphMR4uuMJt98/4iOffJH1cs7W3hbnT48YdgXTxQrv2//kg1EX7yMWpxZrJGkW4YOjLiqyPCPgSXQgjjTz0zXBWkZbbWdcLueMd4fcuH7A06NT+gNNluS4pkLJQKRTgvRY4yiaGmsaet0JKqQgIwaDATp4OuMRkd/QiQRJp6GsICQeZQ2dNGZZ1MT0UQr2ugOmy9ZInqURTd0QR/EFc1OhlSDIgJIKKTwEhRQxjgZC61KSSiFEQIvQxm1EoS2AoY1Afv6QsiU7tUVUtSFz8OE470MAEUDoCz+9b3WXAoKrcBiUVDgf8E5gbHFB9AkIJwjeIb28oPi3V/kQPDwv4Ajqxl48D9BK0RhHojXeBdIkoSgr7AWExFr7YfEngNIeZzXeq4tCD01Ysb29w3y2IpAQd2LOz9akSUqcaGxVo6TE2kDdJGglSSOItSMdxhjjiGNF3umCqFieN4QoIfISJR2R9sRS0el2wXdIk0BoUhbNEmsNaQLdrM/Z6RwtNGms0EoTx5JuZ0QUa5rKoeKU8/kKFyze1hw/mwGeSER454i0ZLVes6lndDoT0IF8VOA3HXQmGPcmfPudp5w+O+XVj9wk2D6T8YiTpw9IM42IcgQxmJKrNy/x5T94g3q5wdaKwVaXagnvfuchxkeExqOUxNkKKaKWxqQ7nE5X/MK/9z26A/3t3/tvvvSNP33Iyx8dcP3SLv/4n/wK//U//q+o3JTV0V1Ut8PDJ8fcuPoJvvxbb3Htykf55hsfUMzPSfo5Tnv2dw+Yny54+PgZl/b32b7UJZHHPPrgiGd3YHKYEghMH005Xc74+OcvY6oCZ2NMvSbqgmgSarMh6UcEA+cFzKZPkbJhPYdOotndyqnOC67cvMxsEdhs1ji7YrPUrGZziqridDlnMhpwcHgFSIhQFPWa4XiLk+mK8/OSOFa8/f7b5EkP0zh8YQliyGRwndV5TBAjxrsjKlVSNQ+Z7MUsF0/RSvDg0YyXX32ROljiOOb45IzBqMtyHTh6NCeKcpqmwDlPPoj5zCde5MGj1juuOhHBSYx3OO9JksDs5IyXbx4yGvT5ky+/gRGOG1cPKIoS7yGLUgglMoaqdiSppJvE1LUlTiKaxpFkgiAU6805XvXIuxqpBzS1xGzOsHpMYS2jXgcZW87m0BjBxgQ264I0yhBSYrwAKfEIqmoDIgEvkMIhlWj3bDqiMVzkHjlEsC0UWQokAi88Ql7oJnHgBVxc3f+KthQuimdbpJ7vP593pAhLY8pWnK80UqR4Hy60pa4lMVl/oRQIIGldLYQ2cdRpmqbCNp6gAGPbTg4QUuJCwAZAeSrjiZWCEGiMwdn2it/eqQLe+RbLJxqUrIlyTWMakrTLsJ+0OMSmZHayRkcxQQTspiSIQF05gnRIUaCFI0sTrkzWnJ1r0hwGvQNMOMMWCav5muAaZNzCqaWMML51JenIIlVD2ulx6/17yEyRqIz33rndZlEJRZzVxFHCYDQgkRGmrsg6OT5YIqXQseTS1oT3P3jUPsfGI0SDx5LohEh1uHo1x4UN169+jHfe/DbLZo0Ljl53i7Iq8E3C6ewBebZhe/8mKs7J4w3z+RJDRLkuGWz3yfMBaaZRTcFiFXP79iOqyhC0AQfDwZDSFEQigHAQS37hF75HrZwRfb7vk/vU85IHR47/8j/5Ocb7Kd6s6W6PETSk6Zg33/oOp+fHvPHNdxkNxmxf2uLBB2dsjw9551v3+Y/+059mMEkJXhMay2T7GofXR/yDX3yRxw8KiuqMfHcCVcztb884P9sgexum0ylKpox3ekiZc++9h0xnZ+Ryw/XX9mlKzad+6EWSfs5mU3KyPGW9PMXVBadTQZIrhKjpjHvs7Rwy7kyIvMY1a/b2B6BgayfjhVfGhOCplOHps2N6vQEiUyyKmpnt44Pm7KxkvTSsl2ccnywIxYphP8M3hm5ylSzbZxyndHXDrXeOKAu4du0AUyqUlyRxhnOW4Sjl4NIh1XLB8d1bbHUTJBKMQChJt5uDVKyXAUSPh/fWvPfOI7Z3b9LpdDh+dka9NnTzCUF4KteOhrFMsXVgU7WcSOELlHLY0mINaJEQ7DGrVWB6ZKmdYBAHEmmR3tHtamwZyLsjjPa4AN1eTlnPsa5EyzXOlHjTECUZsW5pOV6kKBUhRJtTlEQBFNTW4YQkeEVtHZvNBpAEHASLQlxEcQSc8x+i6j68treZrzy3eoZwUWiJUbKDVAmEC66oEIiLzjeEgCfggwHVAJ5YK5SSCA+JtKRpTpJkLfYvipC6DbcjtKzQRHq00ERK0lgDtG8eURShRHt5t77ESUPQEikjlO7gG4VvIky1YrVqoBbEqsNgNEYEjzcNPoqoHegoBTx5WjPZL7AkTDc9dNZjPW/pTFHoUTcFaI2PwTSexliMr4m1uHizcXTiMeVixTDrsplavvPOfaRKW9VEliDp0O31wBmsbOgNRzgreXY04/hkRRLnvPDaD7YpB7Jt+ON4CDZFiIZYB0QDduaZzR5xeG1IP92jWNUMexG97iVKs2F37zKrZUoS9emkfWo7JB/t0x1M6I8m9NKcSC8p/IKlL4iiEmMDQTU4aYjTCFNbZNCgYhwx3n4Pw0T+yX/xH37pR3/y7xBlO6QDyb07x/zH/8E/4M+++g6n05JrN67y+P4TXnz5Bh/5xEt0YsH5yZqtaymaIQ/fX/J9f+My9x4+5md/8Sf5rV/7c3qDPnEkELHlwb0FIgvURc32/pD5/AmDrS1ee+VFvvnn7/DSSzfbC2VdIG2M9yWDcU7jJc+ePWC0G3N8dMKT99d0OgmH+xOenD0hsEIIR6CVjkQSdvYPeHY2ZbWw5KmjszPg7ElB1ok5P11zeOkQV5dEiWC/M2Cr38MTaKqCJO6SJB3StCZJYmRTcvDCK61ouZxR2YrN6ozRJGVTBIYdSdxJmT6YUxrBw0dLJqN98twSRRuOHq/Z38rRaZf33nlIZ9jDBUMWxzhvAKiaJZ1ORjyJSXsR62KGKQXnizN2D3dYLSKCdURJTEdqepMOi/MNImqpOqWQ7T7QGwKKslqRpd0LGVHABcAKVN7DB4Fdr4GIEFpHkFZdpJJYAyIoojgHH9Bx1DJGQ0vVfx6TERwoFeOsQAlIE4FvBDpqvyeBJLiL8VdEBCHx/qIwinZX2T4uRnffZgF51+LN8B4fQitTIlzImQISQQgN4DDOtA4kIbHGghME0QJ6vW335T54nAmtxhVJwCCCwHqL1q0F1AuJMwFraqRsr+7KezyuPXb5QF03eOdoT2Ot2tu6mk5XEWwENJShTX2dn9QEHMHb1lcvNVW9odMpGPYtRalRCGqTIj3sX5qw3mywrqLTGYC3FGuHwrTYRdEGCEY64mR6QpRo8BKdKppyzdNnR+ztXkLKVuLUyTM6nRhJRJrHBO9I4laSpiOB8zXvvvUe5+fnhGqNitrjl1YCoTLW6ykKTTpomJ3NkHLED3/+Rzk+O0KngeGgT9ZJGGVdilXN42fP0ElEnmp2h1ucnczRUWC5XtLvj5FERL7P2bNTpmebVhVA+wZsvUFKsL49Gpabgn/0vXqF/+mf+zHuHh3x5P6Ubp5zsDdgOV+wd5hycPkl/uiP3iSsYTxWNJuS996+g1KK9UnM8fET+nuKZ+drrl+5yp07t5kc7vD07infeesDzqaGW+8/xRsLccbJkwU7l3Y4uDTi6dE9rr44oreX06wtz45mHD08Zf/wKg/vTrlyeIkbN19BpwGzjji4ss/lnQmDccZkuI83njTu8Pnv+2FCcOxNJIvTYyZbfZAR/eGYZx9MWZdLgpDUK4GzG7pbgk996lO89PprdK9MMLLi0qsvcjo9o9jMkCqi3DQsNhWr6Yy6ilkuNNW6oZOk3L9zj6o6J5aOnfGIwyu7fO5vfI6XX9xnUx1hKoekg05iSh+zXBkOb+62vnynePRwynJRtQ6MKKNYrTk7XiMRjEa75N2Uvd0rzBfHbG87kk7cio1Vh7PpgrSfY43HJ4FgKpQ0eOdwtiJJc7SQdLQkTQRprGiQbVZSAT5OafDEsaWxgtqc40NJlIBOPOvVeRuVIVu4RhASvGijOuxFlygFKlZEUdROG7qVOKkAaZxc7Djb1KJWRN/ymTzPL/AaEfjQmRSwF5YgLv6FIODao1aQhDafA2ublh/qA06EtpBGGnERrxywSHVx9SdCaY/S/uJzaRprcAFs8BgXPsyb0joiuPbQVVlP46s2JM+6Ngk1WAIXHbB0xImirhxWFi1GTuREcRcZWYJq0PHzJNKKKEqp6g6z2YTGCDr9KYk2pHnMcrnEWEnjDEVRoKL2TTUI2FRLklwiaEDCzt4uSRYznZ7iXGD/0j6f/vjrGLMiSgRKGlRkaMo1cda+xnneofEOJcEFwWqxRBiFaQJZb8j21oDRKOPw0gFFXfF3/95PodMXr54AACAASURBVHXKtd1PkHf7OC/ZuzpgkHfp5AOMW6OjwJ9/411snLKzt0PSyRlPtrl99x57Bz3KuqLXi7BB0xvvUemCsungg0HI9mcOQKcKdCBKJfiabif5a9Wu74oCen7S8JN/5+d5862HfPOrb/MDn73O//ir/ysP3z7HiA22TnlWer78r97gN/+3P+bg8kv0hxN6acJwaxud14z7W/zPv/L7/Om//ICjh7d48uyIbr6DIKU/GvPCS9vs7TZcuZpz9uSc9ekafMZgNCYOkk15zu7BLgdXt1gvSi5tv8hX//AviKIIu+5w8+bLEJXcenbE3ZMFD49q+v0D+nu7/OHvfYW9vQNklLNaLejIjHe//j6/9k+/wh/+H+/y9l98mz/911/nza+9xTtfv8unX/kY999/j1dvXuGNL38bEfrM758w6vaRIuPevWPOZmvSrM/9O4/JswzTSEbDIVu7l/HRgNokrGUfFSUs5lNMecb09IR+GlPbkqJus8xn5ytmq4KdwQ2GvQxNxc3LEwYp+GBZLkHFElPWTJ8K0ihFM0D4DMKIk/PAet0W5KqZIXTAVIZYdZEG8rSD1ilSKeKkhxCKVeE5Lww66rUawu4AJTO0ssRRRCQSrh9cIU9ylExbtF2QKJmT6BzbtBlHIbRFwwSJwyGEQSoIrkZ6gwuWoDRpFF9g6GRre5QCrSVCWqBqxfTyObauLbbPd53BX8R/EC7uPc/F9c/Rd45Ay8/03hPJhCyJCN6jpSYISbAGLWKkv/DUC4f1K5yV1FbhbCA4gZQKJQTBelItiYVHX+xeG2uIIoVxgizqARInKmIZkaisLdq2AC/aqO04od/pU9egRcR6dUJdNxBiTB0IQRCrDOfmrUdfeJRKWttofkJ/kGNMzag/YTLMWjqVSkDWyEhz41pGFmuCal/bxXJJYE1n4ulkgrOzM2arkm5/1KYQ4BBeI7xqlaQiQZOyWa1ZbWZI1iyfbVicPyGShnGcoq3AF47Z9JReJ+UP/uDL5KMMW6Q8vm+ompqjp8fMjxfUReDsGILtcf3KiIOeRSMJxRIXCvJuzN279zmZPubx0wd4d4p0JZGVPHhwi+BaMLWOAo0X2EZhSqg3a6yXVCb8P1Sm//fHd8UI/8/+p//2S1//izeYjATbh33+8He+yfBwn5/6mb/Pg1uP8bEhFl0mWz3OT2pUkJjac75+hl1p9q8d8N63vsWnf+jTVJVnfLmPKQQD3edzX3iBf/fnf5YnR4852NkjSjvIRjC6FGGDYTMzREmHJAZfCRIdoZOa+XTN7gsJ509L1uUabyxb431knnD+yPFnX36Hv/jqHZ7cvsPT4wUnU8Oj20949SOv8cY77/Kxz7yO0pqXPnLAp37k45RVzcqc89Jrl3lt7xCRKL725+/y0sdeYnFac+fNe1y7cY3T+TGjYZ9NUeKUItExXizZFEu2dvbpdoecnh2TZQmZzFieHFGLgC9PqUxEEBH9fp/FvETJgFCKyXaPcnaGFZCnA5IspvEV28Nd5qszBvkQlWiaTUUahzb3KE2pq4CSnkwH5ouCq9evc7I4JY9TVFRhfUoUaepaoFPH6fGC3a0uztbs7B2w3iwJxiGDZ9NIvMoxzYYkizmeV6BilExaMrlqs450olBat1lBCKQEnMEj8CFCBAkodKypTRvDEXz4cKcptCKR4ITAWYmOFN6JD/eeIXBBoVdI1VLplRIfOpWEEK2USl6M9x+md9qLsduA923GkLNIwAqHdxYnHN7HuGBxQSBEIAjfFi+R0pgS78Ai2xVEaNmpxngEmiSJMU2Fa9YEr2hqi5DNxXOLQdR44aib9shjm+e7XYsxLcs0eFA6QkYK4Qxp1keYGqccwfQY5RX9/pL1ZkR/OKEuV2it2BQFNvasZwacQRKzWheIIIh1jM7mCCFpyoggBEFK6qbm5o0Rp6cFq+WM3f0tVKRpvEMGgzUbinLRZlcFSzxKefvtJ+hEc1zM+fhrn2VZT1mcb0jiLt1BRrfX4d/6uZ/ld3/3y3R6EiUNDx/dJ+uOCd5TBwM+xWrI5JD5uqKuHYIMKab0RjGd0Kf2gjiLGORwMg3MV6c0xrXrGhyN3SDjGKxDqogmOH75H/3735tX+F/9Z//dl8plyt/66X+bo/P7vPbJ17j/3kPWm4rP//BP8OCD7+Aqz7xY8P0/+jGqRYkVFqkrxpe7FNMV3c6I3cMRf/pHf8lOt8+nfvh1vvpnt3h6+wF37p2zKubU5ZzEjFmsSya9nMoYdg8/RncYc/ubD/nLN96mKhpmZxUf+/6P0utpTs9nnD8u+OhnX+Dho8eoEJMowd7VHp/4+GVeef0l9i4NUJnl4OoVIrlmZzQmHw75gS98kcIcsVkYjGk9Hoo+RSGwvse/+F9+ndHOFuvFmp39HWqpOJ3OmJ2f0+u1gvXBzpDJqM/DD6a8+uqrJEnKevUI4RQIyclqRSfpEYQmYkiUSZrK452mdg2mph3djWfQH6HSnMdPprgmoj8Q1LVne6/HerMmzT21kTRVQ6wC3hVkicK6mrSvyCPwTrFYWJJEUpi2oxRCslp6+oM+ZdXgQk2wBXGSksaaxrek9jR67jASrFZLEIYoipBBItFtIbzoyKz3bWGT7fJThAghaa/qwiLFhQsptNd5KQRat0xH5zxBCCCCC/L7XzmALrpQCS1ApB3pQnheLNujVQhtXIdSuu1clUQriRRteFxZlxjrWjePbz30AdFGf1xc+pUQRErhbATBolWM0gElaNNSg8daS5amOARNWWCspfEWHwxagyLBuXZ0R2uUjggWlIQ4jtC6hTNXRfsmMp7028JqPXGq6GU569ogQkKUQtn08GYLneTksaPT77IpSvCKmzdeYbW+z3i7x/w8UFY13U6rthAuJokl1jgOL3d4/GBJlud40xBwZKnHYQheMuoO0DLh2dkxCMHO9ohH07fop2PmyxLrPJNRxoOHzzg42ObsfMnWKEUoy+pkw+0nd7HrkjSP+cxnPg2FZHG24uHDJ2yWgUsv7uCaBhM2ZLmirgNxP8HUgdPTY2TawTRzTo5nVE3G17/yJl5KnDSUVYUSERiBDGA9aKHQXvBLv/z/H2f3XVFAf+3X/umXLl+6RNAWkSje+/N3uPraNjLs8u63vsbOVs69J48ol46rV17hzTe+zf5+l/nxnBsvDDm9veLFlzr8we/eQieev/V3v0jelcxn59x/UrIzHqHTwGQ7587TM7q9Dr/9m1/nq1+5RzcznE7n+Cyln2s+98WPMxgoNvOSsp7RzzsolSKpee3168yOFxBm5CFALlDRDpuNIY8ijBXkwrB72OfLf/gNbr9ziyzaY3eyRW08aT+FxlKUBeNDx+DgkK7qsKgLyqrGmoq820FoTzoc0qwd7771Jq+/eJMXP/oSf/KVv2Qw2KYuS4p5YLA9pKMUZemY9PoE0bCZzYg7MdZ5EmHIujln0yVRGjPe2eL09AQpE8bbPaYnc9I4kCcjvKmpy0ADeAcqjrEK6rpBRRJcTaYVy2JDMA3BgFYJTnpq05BEEqEcwUmUbnOIQoip7YKqClw/6LLaQGNKAhFSR0Q6wXkQOm67Ft2K4SUCIZ/TmsIFis6hUBcCc09wAVAoHUNo7Y8ojQwtIanNYYsQ4vloLpGqtU0+j/Bwzn8oawKB1gpjzEWxdS01SbRie3xAYMAKpGqPWlrIi9hl10qcoI0/lh586wu3wRPJgLMS5+1FNyvbnTEBlKBpNm0BdgYTPMEXGAdS9XHWEJSiqgqkVwgFaaIvdrGSSMfEOsaYhlgnrKslSQppFhOCZzLaYjmbtdw13+5TbXCoWJBnXcqi5OmTOxTGEMpzPrh7zPagy2yxQUpFpDMmOxoTUmxwRMmAalPQ7yuk9JTLhrTv0LJGpUvSNMfWkpBIzk5nZJ2IrNNlMXuKDQ1P73u80BSLAi8d52cLfCWYDLpsH4wRRuKaGV/40R8jzhQ3Lr3AO996i5/5hz+LtzP6WxFSekSj8cJSrGKyLGK52JB1Y4b9bYriGcfTY/rJBBkHpo9WLfrQWaz1INqfGykcXrSkA4nnl375e7QDfXjvT7/U+LssN6c0i5yqWWB9wNuSdVki80AsYnYOh3z9a9/k8z/4ae7eP0UnOdOnC668vsfju0dcvnmFxfmKfKz5nd/8JgLBpavXuX/3Af28zxt/fpdEKoajLq9/8hW29zrsXDokFpqejPj4Jz7N40dPCHHC8fFTqAQ7Bz3Oiob+aI+3v3GL/nZC4Uv6o5gsy9mYNcHM6PeHdLsenXZYLy03X/4Y9966x/f/zVc5OnrE5GBMlMKly/tI1WO1WjIc9Hl6co9PfN9nCJua+aYhiyGKu+yMBojM8uzujELO+OIXPs/hTp9vvPEuL1y7jCGQpGPWS0930HC4t0svlohcEScJi5MKEUvSOCFJPcMsp6jacVUgKSqLaVompQtrNrUkSTKW6wrpAzpxeCOI0wjvHVWjmC0bPIr+IEJEgtlmRSxVe39RGiU0JhikSCAojI9xVrKzPeBsuQEgTVNc0CTxgOX8jEGv0+6mpLjYB7Ziyb/qDNvOESVx1qJ061EXUqCkAq+QShO8BxQ4jZceJTRCtdZNJQME15KkfPiQtPScTu8sH2YotV8zXIzN7a8SifVt8Q1CtpwoFdGYdgSXeIxr/e8y+BaO3e4ALnKXBEnc7mRFAKkBUaFUIDQVhasI3tNUASFqjLHEUQyhQWlBXaxJ8xwTPIlu9aLWWgajLqvlEmNN63GPuSj0Elsa0rRdP5SmIJIQZQbrlzRNRT9LOTt7xqZcYOyKbjzG+CnGafpbDZszDTJqXUelByEZDmsINYu1QciGYR+WxRIdAsNJxGqxoZ/uY6s1QmY4V6N1xqJcIEKXwIST6VO0bl9b5wI+aCyB0lTEQnF2ckZRSc7mM7wtOH18hOxpet0Rjx89QmhFCBWdboKrJbZYsTENvVxjiogk6xBlCdujLbJ+zvK85tHDc5wC3zi0dgRvAIkULbrQW4VOJb/4D79HdaBf/tdfRWtNhzFf/sqfEUjAeaQKPHt4yvbgkNqUmDJmtVmy2qzJIk2SKuIMptNzKp9z//YDdJwwe3wGVqGE5nA3pigK/vKN9+kNJqhIUAXDfFqglCDNNFrHLNaGJ4/vUm1WRGj6/T7xeAsf9dndHVBWTzi4tsXe1j43rl2n29mHKEE4Tb8fM9qOcdKzWZxjRIFzJ3S2Onzja99hdr7GFA7NkCcPpyyLW9RmCU3FMO9y+uyM81WJq3Qbe2sarC1o6sALr3yEUfcaz6Z3+Oa33+Pg2gTRT5kezbFuQ9UkjIcv8e237nPr+DGPn57hNo4rhyPOTpaUZc1g0GdVO2pTsVquqaqKYl2glCaJM0adFGsqGrOk10lBtx3X1nYfYxyp7CCJQWgyKVnPa5Su6CZdZEja3VTdetGDdVhr6Q1yIiVI0pjVaoMIklDX1M5jXENwhsFwr1UoXYzNzy2W7UcL92ihxhJxUYgIEinaMD5EhNBtpxhoCH6N0u14a73B2qb1uzuJD/pCOB8+/BruQs8ZaPPt26J5sS8NCi5u9y5c6D5Dg/MlodnQbBbUTYO37VVey0AkJEEorPdY73iumHIhYL29eC6B5XJOWZY0ForKYhtDrDXeFwQs3W7vosAHqqZpD2BuQyzbolMWDd4HnPEUZYUIbRccLqDRm82axlmCldTVAmfn9HoRo75Cyy6CmKL26DRDxRFa93HBodMJ65Xh3Xfn6K5hsJNQNRVC1sTxnK3JHgd7hwiridyQukjIckVhK87OJdt7rxIiSZTHaFUxGm9h3abFEUYRe7uXECJrGQaxIkkEWayII0/AcHS64Nl8w7oqOT05YrE6JxsP0LHgbPoILy5SYW1D8BIXxTShoaimrDbzdgLbnJBKTV0tyfIeL3/0dbwMWLchyTRxIpFat9zZvAveI6iwdfPXql3fFQV0sLXD+9+c8ua37vGTP/5ZulEfX0RUjWW4PeBrf/Impw8qutuGT3/yZY6PTjg+PcPM14xGI84en3D15SsIUj75/VdZlQU/9OMfQdJhU8wZDmM+8ZnrOF8zWxRc3r/JH3/9a1Srmu+89R4ytfSGgU6nw9msYD1rsKUnkZp7tx9xOn3G/v6LHOxt88637/Hog1OePpoz7MXgKpQccn5ikS7H24TypAIHH/3UNWQSWBZr5qdnrBanzOcrDg9eJ8sG3L+/wBKYHs3Ieml7IbQBEwLGdzh/3MbeVq7mG99+QmecMxzt8NWv3OVf/cuv0O/u02wWHJ+cUUuFcCk7wxyiNUt7zKc/+QJxWjPs5+ikvTT3sowXr27TSQXGGbw4p/KS7e0OjRFkEgbdDsYknJyVbZBZmtEbRmxvpcjE42SMMxHWzUl6AqL2Mk6w7G310LJmvjhBsEIGS5JqysUJw90tbG2IhETrktqcYZ3D+oAJrUPHX2StSwnGGIxvi62UkihJcBegY6lASNO6ggCtMgQRtVvigyH4dqR93lWK8G9eWVt9pxLPXUiC4P+K1OScRaj23wTfXOw1G6ra0NiWz+mDJYoBPI1t/7zxwEWhlN4jpL8Amjg21Yqzs0dsynN0JDHGsFzOIQofBtrl3U67FjGWONbY4BAytFPDBQBaykCSQpIkNE3Dwd4+m1XbaddFgUSRRBk6rgnqjDjqYs2Eo+OC46cK29TksUZFU3woISi0GFHVHhF65PGYWGbU1lGv53S7IGWDoOHB3RmnTwviWFM2ipMzywe3FpgywTvB9GnNbLak2NQk0Qyt72PtklgBIuV8/gBCQ2UqCIJNYyjLTVsQHXhX0+lk7YTgJL3uBCklly9f5fjsMUkuEFGGSBRCZpTrDb3xHuPhhEv7WyxWU7J+xvnJGYgOTx7fYTU7orY1uwfbKAKRzvHBUVnH2hhUKtGpYLZc/LVq13dFAd0UnjS5yaA74N13n5D2JSEO5HlOWS0ZjiN2X8l5983HnD5aUSwcH33tVZKtHqt5Qd4ZM4iGvHBzh6/+2W2u7OxTLS2rxYxRvMcXvvgjpCLj5Re3uHpwiV/973+dH/+JL/LRH/g0+JynD+fUdeDp8Sm7uz3KULMqAvge1WLG1mDC8fSIRw+naK3pZkMG/S1OT1aMt8c0JdRF4HzxkN5Wl8uvXuXOB4+ZTk85ONzmyYP7LOsFg06fH/zBz9MsKiI8SjvyKOBNSTG3SNkQodE+Y3F2iswVTajRBIpZjVlAuTmn18v5yb/3t7l75ymQs1gW9Hs5USxYnAemT5akusN6VTA/m1PXjixeUZRrjFQ8my7ojScMhzH9NMeWhsgmBBtRh4j1qkbKAK4ij3Om02e42nF6bPEuoTvMCAqiaMDTB8/a8THpEWTGbLEhEl2SuM9ybWgclJXA6S6L44cM0ghhVtSbAlM1+AvLpAyty8fa5xZL0DJBBoWKo9YJFBzSNTS+/Xtj3AVj02KcwyNAxISQIlXS7jpF9CF56a8+2jHdXYzCUkqkCjS1w3uHlG3Rc8EjhKJpGqy1OF+jBNTO4WQMwaEuLKItcKNqn7eIsb41ETRW4K3F1CWd7gRnA8vlEu9BExCNwZu2kDRNxXpd0NgGH2qapmldUVpSG4NUAW89URKjEdR1oCgdPtREicZbSLOILPWkHc2qhLJZg6pROkXlBp2meJ+T6F2sNyRyDF62RTtLiWTGctXaSXuDDGRNuOB7xrnj/tO7pGkOwTEe5/Q6Q3qDLoF2DYPPyDsDnIfZLGFru0esKoR32E1A6wFaxIjgSaIOQmniNEJKzXh7n53dEeN+h+XqlPWm4vf+4A94/OCIuhEsF+fQaIqTBefnj3j5I6+jlKCqPY+PT9mejFmcn9EZ9On0UjqDIcXG0O8lyKRAp5aqaYh9Qq4SFILNfEm9aRgPxn+t2vVdUUCLqmRjjwm0ppPb793n7HzN0YNTYg87WxN2Ooccbl+jtm32+71Ht1uARQST3R2OpvfZujThhZeu8MYb73M2fcQnf/AqX3/rbe7dfp9Hdx8SC8eNFy5z/fUhv/PP/4w//t+/SjaJ2b3WpWgWVMsCrbsoU/OpT3+ExhT0BhPirEs1FYwGQ7a2O+xd7lCaZ1jTahcPbxyyddBH0iHOCh4/aZ0Tu1uGb7/xLj/z9/8drly/RFkabt+6z73HDxGk3Hz5CrNVwNmA1IGyrLDeUNcz9q7kDDrQH2TULkWKhM7uNrffOUEGQdrrUJYFq7rkC1/4EZr1mMcPlly6liLkGtNU7Iw6CN/h4f0TNqVm72AbpQUqiyEEFvMC63usyorCRSAU0hbknYi6NGzWDfNlSZRmLNcbpIbGaBLVJZicpgyMx0NG/YQQSiStTc5KD8EwmYxQMgVTEiWWxkSs6xqnPZEO7IwSnI9JkgxnLNZaOkkLJrbW4kKDCB7XGJxzVFWDUJKIVvD9/ACkJEjfRmQoKdpkTdnShDwO5xrChVOvlTCBvxjl2/hii7XuQzF9S3SSrWzHtMJ1jyCNs1bCRHtJrxsLCLxoxf3BQ9M0GFsiRNtVWispyhnGGM4X5yR51orCG4exklVT4YRp5VepJutm2BCoqgYtJK4xKAT6wuapIov10AiLTgU2NOhEkOcJOvdMT58Q9AqMo5/vErxC+IRgKpyJcKYFQpsyoqf3qZsNzhdIkTB9OqN/UHFwuc+Vyx3Wy1N0ENSbhmFvQixLrhx2cH6N0I7z2YrJVk5Tl+TdnN7IsKlmvPfOu1SblH5vl3qV4YxgZzsjjRV1tUJJT6Q0eQJR3DJPdRSjlcVXFbuX9jjYukw3S/n5X/w5siRhezJmNLpEcHOifI+6lHzw3tvU9TlenxOlEShPluSkaUpja3SI2Nvfp6lqOmmgm7V0K4cm+Ibjx0fEeQ8VJyjp/++F6f/D47viiPTo6dGXyuUj5ps5lw9vsD3scT4/J9MpUuTUTcPZ6RIdQVk5msrzqc99lOnTFdPpCafTW6wKz8O7c86fnDAaTxAh5nD3Mu++9w6j8YDzk4bdy7v8ydf+gk4i+bGf+hF+/7e+zmuvvEBpPZf3r1P5mq2dPVQ34ujBQ7qTlHpT0x0kdDKN9QuOT05ZbhooE66/tMu62BDJhPXcEUzg2YMz4iThI5+8ThY77j8s8Npw4/oVer0BxlScHs3pTvosz0/b78dvmJ8fszPe5ubNDv1RzKMHJ5gmZbVYYyuBdxbbRIzHI4QKCKu5/+AO+/u7nJ2fUaw3DMZDfFPS6w2Ju0OOPnjCpb0BtUxZrwAMznqsdRRlRZwI4hAh0NS+JgTDelOytzOitA1SppimHR+LdUOaZgSZ0pRFCxxWkEaBWEES98myiM2spnQ1zrexDoQVo61tmkZhfUmcddisPcNxh6Za/5/UvUmTptl5nned6Z2+MefMGrqqunpGEwBBgoPohU1SoiVSIZuSaNJ2hGxTa6+9xMr+I4pw2DIjRElhM2iaMi0KNAgQBIgGutHVQ8055ze/05m8OF836C1WQEZUVEVWRWZWVtbJ9zzPfV8XyIIQt2AQwlapATEkWyKwXSqpLdTYgVapkilk2noHlxTEOJRQqfIZbOJTCrYZ0AQOSS2hpMz4UXj+s4MzzV29T9g8ASgFxCzNVG3PFpSHd4njaXTA9ZEYwufMyrBVh7jOEfwNzkfyakJ0FikCWZGI814syPMJsZeYXCGIdE1H8J7JZC89DWdb/J2PdJ0nSk3b9wih2azXSNLoqXMOIaHKc1xjQEnGwyFEsL3Hy4jEQAT92ebZZLiuS0BqCbrI8XbF1fMrJruG60tH3UgUEy4XSzIysBFvBnSbNX1rqYYjXAjMri/p45r7rz9kUFacXqVRRVefcef+MVfL5yznjuXKEZVF51sqlncIWdB1jrKKKAX5IKeqJuiBYbNegPVcz1cgNkhtEXlONTri/OIRuR4yHe/T1IGmvkQbw6ppGI32+eA7HzIejhHFDWWm+fSjFU5AEJ5Nu2G4s7tFJFrqvuG/+/3//qdzC/+v/vB//drV2TOKMmM+u0SXinVjODya8Oz0FK0NoTc8e3zOYDjF2panH1/gbM9wMEbqAqPypEKIENqACpK1u+GXf+HnQHhuns/5lb/783hnOT64x/XsOW++9Qoffus591/dYbZe8+DObZrNivMnL3j1nbvcvDhl72DC7btHPHt8ysVVT5ENGI/3WK4s2SBjuXC0a0tvJ3hvaRrB7/zDf8TjH57zrb96DAKqYsjiekYIQ1YXN0yPx1zPl1jn2T+APK+4d3eHq4shXdty+5Udjo7usGnXBBe5dX+CFhVB96lDTkQGODw5xFrP3YOcjUu1vetZT16u6e2MWRtwrsZah5JDHt6+g9eSTb3Ge4XtFToPdG3L8cGQPNPYkLGpW4xMV18fN5g8pxoVBNVSGFh3BhE8RhmalcSjCKJltZizOx0xGBpcn2aZXVfSWEXfXjEcjrB9CowH31L3DSJ4hOvQssW5FmUqPNv4kRRbc6YgRv85MUnGiFaJqh6sR+v0+hC2nXW2CyBB2ogrT/AaqSQxpOqmENun0PCjwPxnvXetNbiA8+nAss7ivU2a5thDjAhlCC717K0PhCjT74tUQW2aRZoVNj3lsKLeXGKMIhHuFO2mQYgBQjjKMtGmmjrgoicvC4JPYc+6tiihsE6R5YG6DeRFhhKGTGuyXNO4RXJUlWOuL5okzouCul3gfUnfdgi9VW0oSZCgTIbJJN1mTSwGZNoR+o5Nbdg90fQbQ92ldMPB8RgRCtrOM9o5ol33VGrI9TyRkrRSBOHIZM5yviHEGqUtRpeYEh4//ZR1I5iOdnl6eoGSqd1UFjkyaoKLiKDwsuSVBwdIHMt6TrNasT+d8vjFx5zcOmazCLggsXZBlhe4NnD64pyL6zOCEHjp6F1Pv+y5OL1k2bVcvXzBwd0BxljWNxtmN5oQszT/bh1yS52qshH/1T/75z+dW/iXj/9fVBnZlY/HNgAAIABJREFUP5miVclouMu0yJkvGl6795AHr7+KEB0q8wxHJm2Oj0ZUpSYvc9o25/bBAXdePUwh5dxy2Zyzelnzw/c+RuqcJy8/4eKTC8qs5Hq2Jlcl85slJ69O+JM/+BZHO2/zx3/0Zwx2DEd3B9jFioOTfcaTAR98+IhsMOHW3i3ajWUxbzh6ZUizbJmOd5CyItKy3syI9Pyr/+1/4aZ+jy+89Qp//9d/BS0kMRTMLp7TyMDR/l1ODvYYDQt6v+bW8QkXN3MGh3NWTcc3//Ijrq4/xvUdeRm5PPuUWFxSGIGzikIP6KKHmIP2fPz8inffPGKzTom2y4shfT3mYGfE/uFthC65f3/Cy5tTZAAlDDH0vPnaq+zsHtD0gfMbz9Onj7l794Cd6QBJRKtA3wBuhaZDtIaRDpQqYG2XgLgDS5QNEoXUI+bNBtu0CFUjREBnFqM6hNmh6SHKiAtQ24iUCRMnDESlKcsSQk2pPNGzjQB5vLdoqT7viyMkAYnQJVIrfPhMYSwSUX07I01gZZ+I+sFtt+5iWx0VyG3H/W9XOGOM9G1Hv11OeVsTbY+SKf5E3NKUQpukeCFglEISPmeMrpsl0qRsqtCKuu4RKoeQo1WBlAJdVZSVQcmMvot0ViJEINearm5QOjLIRwxNjrMp++obRSYFtrM434Bco00gdAbpFVcvb5hMc2SuMFlEOsOoUkQZIXgMBt8LHB6cT80vLTEBfFQc3DqkzHJKNWG5ivjWEgRc31wRaRmOpvSdJ88y8iqZQsu8oCxLRtUOw8EetouY3JGVgY8ePefFC8vx4TtU2YQffOcpzit871ARnGtp3ZogevSgZW/f07Y3zOYdo2HJwcEOddcyHk/Zn+zhupb16obNquWTD55ydXNJ7wOLm8D1Wc3iZeDpDy5496uvsX9SsjvV3Lp/zKcfzvnX//Lr/OY/+SVy05NlkrwSmFJTjiYQBHn14x2FPxEHaNN4ykHB9fKGrBrw6cvnZKMeRUcUNf3GcnT7Fm+9eZe9g4q+daznDac3C1ABoQMXZ5c8eXQKLvLG67ex1nJm13RtT1ZkvPb264wmexzfvsXt23u40FGYCu89v/T3v8rj97/D/mTEqJoCcHiyy2oumM0ERTVis1jS0XBweILwgeHOABcWWBd49vIprV1ydRNprURVUzIOOb9aMRgP2TsuibkhG1YMpgXzxTVnL27IcslrD75K058TY46KqZqIG+Jsyd37gp39Dhkrjnc8w2HEyICkAR8IviU3koe3x6wu5nz1F++RF4qAwYsRV1cZVzcZrvFcX5+yaDpens0YDAqqkebRR8/49JNrbFT0wfPlL/0CfdtwfnZDH+BoZ8DhdIphSGEKBlWgsY4yaxgMJEJaTFAEqym1ohpkrNueRV3ieoM2UJWergeBJVeG6JIBUTBCqQHKGHoBbdcR4wBlBukKbQLWO3yQKV9KijqVeWobhRAQIaYqKApnt20i6fGhR0vwrsX7jgDb8LtFYHHO/f8ynz8CiyiMjigdUoApeKy1KGUxIkP4gJQCKyJR5qCSndNaS/QepTSaCF4h6enqjmbdkMmIpsS6hohnMVvQbzrq9YzOOqTRIGzSfRAZjjK0GmDyQDBbznMWcTGgZE6hNViNlIblyhOCYD7bsLefE11G7ENCC0qDjGCyYhvDcrSy2z7JbyElsUQby2qzZjwYs7M7od5EyuFOGqH5iiIzTCegtEtcgO6GGK7IC9h0HUrmNPWKm9kKvOHicc8gP6TvBZt1y5NPrzh/vkLnYzKpMEqB3M6x1YDX3nmFV++/ynppGe4f88Zb9/C+IBBpO88gK/jOt/+al1dXzK493UbimhWrWWR/d4+9uwN++7/5PfLxDievnPDJ+x9R5hVd6xkWI3ze83f/8Rf56AefEtEYLRiPBkQsMYb091itfqyz6yfiCv/Bh9/9Wt/3EDZMpzvsHR7z+PEL+s6izYZ2tSEvDC2Gm2XNYtPS01DEgtGgYr1cU3tHnkmiHLO52rB/uENZKo6PJhRVRjnaYfPyiuE4Y12vIEZ8SDBeF3tM7jg4HlJ3Nc7tsFlXBD9jsi+ZX3ts7cmrDJULBnnFanaOCxNO9iwndx4ym61oVkuGumS4k3M9a7l391W+/90POLl3RNuDqRyyg+Gk4OXVKUWec/b8hsUqUHeWvs4IoUCZgNI5g3yHTx6t+cVffMDNzZyXzz2yhG5jGU5yJpMJfVjTrFrqCBdnM6a55pd+4SGPPr4kLxTNumOyV7JeayQRSWRUas7PVwSZQucxBjIc5xc1Zd5jiiHOeV5//S2WqxfYqLi52dB1kVJFciOwRMbDXbxPlPWuE1SjXURfpCdPOaDtOqpK0zYCKfQ2xB/TxlYXaVkTApnKyPMh1gd8ANQ27ynVVnmciO8ClQ5DYbZvx6WoEBIlUlVWxAykTDT4CEIbxLaZlLbxfaKXy1S/DG5b54xpNuwjCJmo8yF2SUUs0vsPccsSlQLhA01rUVoiowLpUTKh1EwmCC6S5SVZpulsg/cBmSvatkcakcLc0iRSkXe0rUXpiA0tUhTgPKvrBeHzBk0kzzTB95AHjJYcjPdZXG9QmUzGgd6xP9Fsmp5cVkSR6qCrdYeQGUEkxxQi4H1kVIxTFbR3GGWQqmS1fEHTzyiLjuVqjfWOGDXBS6K4oagCNkT6EClKhYoCFyKr9YLBIGPTrGllTzYsmYxyptNdRlPNauF4+uwUZwTRSJQsODocMx3mfP87jzi6M8WtG77681/h29/+HsNRxa3b9zg7fURWeHrW3Ln7Cn3ouP/qQwY7QwaTHKMdvp2j5Yb11ZyDwzuY4W36Wc3ugxGhmbOed4hesKhnzGeWvm9pVj59/fcNWaHIqorf/b3f/+m8wj/5+G948eQxmRlyef6cjz94j0GpMVlAq2MGOzu43kO7oruesbNbkKNBegZVRjUUGFFRqSEhNrQisLzpqRgzmGqur5a8+5W3eHm94dnLc/YPbnGwe8DOzg5llnOwP2K6N2D/5A7eJqLNcnnD7Lqlq0sQDUZLRLAEd81seU6RazaLJY8/3bBaXrB7MOE3fuPnqN2cYCV17Xj85CN0aXjx8nuMjWRSFQwmQ9bdnExJNrMFu4dbjFY/RMucolRUkwLvPU8fX3N4dMLT56d0TjKcFOTZLj5KVChwEVQYYsWIt79wjzv3d9mfPCCWkbrdMMwFUgW69YK8UkQkg0lBEx237u5TZpLpwDAaVkiv8D6SFbusViukjPzVe3/FtBpzsD8hmIzx7pBNK5g3LRqBtz2hrxMVKdfYZgVyg3M9626F0QWdywm6xRhL1zuUEoyrnL5bE0Ig6AwXM5RSSWfx2ZdktAl+7NMPiSSQrrJKBkKw2xA7aKnQmdnShAQIhzB5ijb19edXbesCkSy9FRd+BAvBgegJMQnjnHPEUENIxsjoQiIqxZiu6T4dtkaJ9OtYE6JjsVoigsFHBWSEENh0K6TRJM+9QumkJhmPdxgOhygEIsB4MIAoMWKUImDtDS4PBK8wWiNjpO8tRVlBSFrl2XzOarGmbyLLRY2NBS/OLDIzhJhaY0EUNG0PottCUyKxUzgbWdcbXHAoA1pnZLnARxiNKoiSyWTI/mHF7gF0HrrO0zSWzm0QMkN048RFZcHOQYbKPNPphHfffJuw7pmOC/Z2buGs4vBoxLDMKJ1HdUuODjIau2T3SPDKgzEXl08oDgb8xX/4Bns7Fc+ef5+mOadxkqqcQNxhVO2jROT506d0myWZ9shccHBwj9nVhoOTKaPhkA/e+4SL9Rna1vjMcvXiEc1sCV0y1WY6S/lmITH5kCIrU/rjx3j5iThA150nZpqLswW6VLRdx4NX71GOK2TZMbs+J0TwwnDv/ut86Z2fpVml1smtV27xzhcfUozhcr5md3dAtBJnBTeLNReP57z5+m2WyzM++vD7rNtLuq7mZrUgqkAwChEzBCPOX16CK5IEK6t47WeOaTc1dBNO7pzgg0CFIa+9eUTrDFVVMd4dYXHkGbz45BJrA8vZc/7z3/1lUJ7x8IjXHt5Gyg7lI3vjAXujXfAFQuVcnVkG1W4C63rJulny8tkNVzcL+tBzPXtOjDlaTmldYG9iGQ4zer+mqR2+7zga53z764/44P2XfPe9b7K5mGM3Hc9OA9eLQNPlxNDTtx7fSYwsqJcWH6AsS4JryIeacpChM8vO2BB9xHXw6eUS69cIB9eXN3ilqEyOUIbZvGYwGBOi5f7RhHp1g9aBoBzlIMfFQN/0hC7SewFSI6UmipZBJXGfHYJS0DqPUgpNogwhMrx1CJVkZT44hEyedhfSJlyZbXMrKLzT+ChBKkI0RO8wpkSrkuD/tnEzxZwgheuFIC2LXERiETIQo8duW0q27xLcQ3oC4ElX6fSxpHaSomQxm6dsqbR4t2bTrej8hlwllqm1Fh9alDJURYZ3HcJBno0o8gl9byn1AN/1bJaXTCdHTMoDsqzAe4OUEmUGtH3AdxIfLGvXUO5OMAPJ4a0d6nqNkA5ne6KEaB22a5O1NPRIAbkeIExq+fVhgzYB30u861nNV8g45fmzDmMK8sKwWvQIlSGVQ4sp7SYDu8Pe9IQudgQlKMsC6+cI43jw8BhhPUdHrzGfRZr6A4Lo6WLDcrlMdoaDMV3XAQUffG/GYg7LRcXN2Yb5esaqWSHjLs+fXTPKB1zPG1xccn75Mbu7Bufm7B8cUVUK4SSLzZoP3z9jPD1iVV/yM2/vcLi3g7UDWge37h5jBiWHR/dSoUQKetGDAqF7dB4pi5/iGWg1UBzsjhjvDEDn7B7scvbynHFeEH3OaHwfKSrqdWQeFqgs8vDLr9D3LX/zN+/xzW98yGvv3kMYR1srhPSpqYLGWUHnHYv5mpX13J++zbf+/Te4eX7Jo+8+RgSDzEbkw8BwN2fn6IDJXonQA0IY0rAhqpbvfvO75OQ0G8XZs4a2bTk4OOLli2ueP52xWqz55OlLfvbnTmj7HEVgd/82k2PF86cFUg54/Z03WK5rnJWMJkOC32O9aVkta3aPD/HSI12O63rGgzHj6QFf+cU3uJkH5ivHwBiiACUNk50dEA1ZYchGI+Ybi3caVY5YrwTVdIgxlslYY3JBUWRMd0o2bcNmUzMoJZcXCy7OZwiV09mMtu2xa8XFhWN3ahgWAbfqmN9YdneGHB5MyZRkOp0y0JoiN1wt1sgw4sX5NQf7x8g4JoaMptnQdC0uBEyeJ4xcaFmtr6lrh7MCKdJV2toOZxOX0+JQWqNi/FEAPmiIBmdTkPyzlxgjUnmkSr52Y8xWxqaSUIhAlBGhBIiQZp1YrO9BeAIe6x1apSokUREtiJC2tN57vAsIHxFhmyGNgs9CpSF4CCWdW+BCT9N57LolBoFCUdcbnIeuq8myDIVGUxG9pOtTj56oUCanbzsApBYgJLILqQUVAhAggO9aZLBEv83JegWqRfSOdrHCCIkNHT4EdFHghKZ2gagkIWZY29GHFb4LBC/I5IBmGUCm5pcPDQKbkhluxqq5ASTza023CihdMJgO6boOLRUhCkxWEaOkkHcJfcfHL75FsTPm/PycTK/A16xWpxgpkCb92ywWHZt1oF93rNqaxjoyYVg3Kw6OjxgP9ikHJUVZcj27QGea6EFnLSpbcX52w5/+6f/D7MWMP/+jP0fh+e3f/QcsVhuM0uSF5uLigh/+8Ie46zkPX32LUTXm4tmGunO4IMlNhhYaFQWbZU/T/hTnQNt2+rXWrmgay/2H93n8w8cM9g1KFjT1gqyU1F3D0Z19hkXk8ZOPODk4ZrRb0jaeTNdEH1nMPK5LNbEs07z95RMOToY0qwZF5AfffsyX/s5bvPbWF3h+8ZSsUty+c0JjLW09A5nxM+/+Ks9efMS4LNEEvvHv3uPu7X2GO8eoKuPy6hnFYIRtFIvlnGq45tadE56+uGIyiRzfmzKbtzz5/hWrxQYzKBBCsHsyJfNN0qiqgvWixdpAMdgl2ognsJpdowvDrVcOWS5rQgwIlxNFwLWe/b1Dnr88pRoYvE/XueViTVvXDMYlMkoGI8Xx8RHDUcXL0znRS8qhpqktfQhkuqSrA9E3HL5yQuh69kY5m64myw0vzq7Ym2qm4yEmy6hrx2rVoWLHcuXSgso29PikZOgE2qSlTi6XLOsO6x27u4d4q1BoQujovcMIj9AlKiuIMT1VCdIyBOc/z4ACSK2Ss10JQvRIlTQYJtPpZ5GITy6FkfA2IJRERpPiRCrDh6Q59qFGiAxE4mWCIritxVMC3iO0wUVBjFvQSFTbq71Ay/T5DlhEjGRCJX00gRgb6rUn+IDOFN5D31mqagShTWZjAUHEBAZpa+y2y+18h9IpSpWrHB8DxlQgeqQxdF2LtZGsLOk7jwxQuw6ZKfASkymKvGS96rDWYrKM3qbPYZllON+jRMQ2ESm3JH6ptqkDgQgh8VKDTbGuKBiMMq4uO66vGwgSZyXDqqLtG+q6IXpBNSko85yryyu0idgucn52RV0HRoMdXC+TtbOEozsPePl0BdGwmC3QpkBlCcTi+x6EIkPSuMDv/PZv8M2v/w0uCDarOb/6a79Kv1qzv3PCfHWdtDTDOwjrWK82hMzz6tsPCV7xg+//gP2DW5yfPeP86hnBK3xsiWrAX/zfH3M2r7mcdymmJjTOB6RwuBDovYUo+d3/8qc0xvRn//5fJpukt1yfBjLTk7Ujllc37OwdYfSQamBo2xlPXnzM/sGAtt9ws7pKm/tsTCEzrHOgNH1oaJqIiJZbt17h1aO7vPulL3PrYA+TRU6fPee1h2/y2oNj+nrBaw/eZX/3CNsu+OTDp1jrcX3Nh+9/wq/+w/+EosowasZ/8Y9/m4O9+zz55Bm6SNnEPBsxqgYcH1d0mxEvPq25fDln1lhil7M8raHtaZYtZ9cNxJzd3SkHd/aIeY9zPYFAlSvGoz1As5o5cqMIoaVvG/rY4YXj6uqC0WiEjck8GaWnKArqTcR1DdcXL5nuGj54/6/ZGQru3B7TO0vXWEKA1XxF5z29sJwc36ZfrZBacT1zKCJ7exOq0ZDeBmSQrGYrXn31DioraGyOygJvvfUKncxpmxlZ4fF+k0RF0dB3OZNRYGiGxC5SFBk2JLd7Zgp2xyNc39J3NV2/oHeLFA8SgNREse3DR9IXuE6HmVZy2/5JlUMpobEOG0GhkD551YPtcbEnyhSuT6H4ADFPESb8dgPvESpd50OUBJkhQkTGDqHdluLUI4TAeZvAHCFFmDwCG0OCJgdwXqDyDKRHi5zxzpTBeICjQYgSvcXmxd7TdR0mS/T9vDAURfq4HC2WHhsUnbMYXdCsHcKkLO6mTnBsB4BGRRJhPcDqukUTUZht3Mugo2CzaRLlX1iiTAcVgPApC1YVGSJTWLFBKpN8VbFPEryQDnUXNFEqXO9RJkMrgZYOHXIyM2F3d5qy133g7p3X2D+YcDPriHRkSjO/anj55JQ7t0vKieIL775B5yzedikjXEf6vkeoHmTDv/m3f0yIkZ1hxvHJbR598D4XszXVaMrZ1TWj0ZC+vSErM4ZGQkhiwYOTQ9558y0evf9XLJcXXF155psFh4dvYNeBsB3rmLxECIWLiXPhbGBQDMjMAGl+iqVy//sf/Yuvtf6Sv/dr/xnff//PkEYxGh3j1YYYAof7RzSNIM8EusyxPbR14JXbx1yen3Lv7UOePDplMhwSvUTqSIiC1cWaH773GJXBYDTl/OkFJ3fvkBVTpGxZrjz7o1vc1Gc0mx4hAzerJcIVaOmYTI65vrignFTkleAvv/7XdG3gV//TtymzAdfXV2ngv+gZjTsWNxYbPCrbJcskv/xrX6bpV+jesOlWPH95RjlQdM2K08sbjNrFhZZ2vcB7iTCe3Eh0FpjsZ+ANRVZQjQfUq5blYs1gd4fDoxOaZU3TtEz3M4Jz4FccnewyKDJc3/LGvQdkxYr5QjJbrhgN9iiyDNdb2qZm0bV4oO8Cd+4es6gvMKKkbx2t9dQuY7lpyWPPoCiZdYlSdXExw/YpshO8TtvcQcamDRCXoIcYM8DFhq4PCBWQ0uB6R+eWSHFAEF3KUloHMZAZmeRzKKL3REAriQ8dIQiUNGmLrRViqy6OIaD1tmEkSE+oSAgOhEYIg7NrtJKpIoxMsjVtCJ9zRRKcw4cmieNUhrXpSUwGAdHRthBDR3CWvm0/R+claHMStwki3ll0maNRLBerJGPLSpxfIxTkmcD6noDGmJLWWgKBXA8IDoIPCC1RyiGiTACTLEdECFIgdYvUEuEhxICSAtsHnLdbJKHHhfR0KZVA6UAfLVopdCxw2+WY0gapJVJ6skFFoQxN0+CFRRLobMfN9RwfUjssBAvCo7fJiMnuiNFwyosXLynKknptCaHH+TVKDilLQU/HzfVLdncTEe3iKrC3s8s3/vIxpU6UKaMTC1URcQIKVaKDYOdIUc+vOb98xLpvefz4Bfsnu/jumsdPHvHGaz9LUY7YOdhlOJqyXjRpHJE7jg6PmAxvUU4C/UXPYn3N7dcPePT+Y6LMUvnM9QgNHklRVvTNmrySnJzc4Td/63d+OptI1vdfO330iFv3v8LL00+ZXy0RZYEWQKho6w2rxYq8sOwdJF+MzhsWq5rbhwfU/YZBNWS2sLje4nqJ0D0iFgTpKCpJ14PxisN7R0TfILOO2AdQjtnacrAzIGJQepf59YYuOIbViM4PuJp/ysHeBGc1Wka0NKwWmoPbu0yGAx4/eoLSgudPryhHBrvu6JeWfJIC203Tcnm55MEbdxlOh3z68TNO7h7RdR2LiyX1umN3v2IxX+KjQmnI81GaLamMzXpNlZf0NqJyzWq5IdgOIQWhDZhSMRiNWXcz+k1kOlLM1zecvWhZ1DXTwR5NuyEqge9b7t/bJ9MGIQImS4dVocbsHw45fXlNXggmo5ymDfjQ0wZLJjOMHtIHsD4tGXoPwUe63pJnBqk0rxzscVMLYJHmkCJxF6XIQGm875AyS2R3DdFBCHabTRTb1lFACrHtpKcHDamSkoMQkk5YGKQy2LZHSZUsowKULhAx9dXTYZuOz4jDukS3T6hPixAB7zqc64jk9K2Hz+qiSuJcIj5p9dmhpJFC4L1FKYmSKj2dClLsaovgW9UrhBIUOkOrCh89BENVVETb09QebSIqbo/2kPKVtm3JM5MISRoUAu80OkZcKygyAy6gYUurEmzDW9tZcaDQgmgEMiY+K1HQujSXjRGMKdAy4GOgNGlfYIzG2Y5IZGc85fpqjQs2XfmdwGQaETKyQlIVY5bzZfqGI3sQkeA8eaFZXs0pil2GZUkIAe+gc5I3X3+d0DU8fvwSXUAfLFImGpYXgUwLvI8gBdO9nCxzvPXO69xcXiNzw81shi41zrYMyx0IFUIu6d2Ck6N7HB7eQYgBezsHvP/Rd7h76zZ7Ozs07VNOzz9Oc2Zy1ssZQVXEXiADdKFBqIh3Ctf0/NPf+29/Oq/wf/p//Alf/Y9+iz/813/AeuN5+417DPM019F5hnWSyV7Oa29+mcWFJIQbxkOJkYLeB149eh1VRu6/fozKDEZGhkUJvk597tZy7+Exo4FmcXVJRNO4lsMHe6xXHZUp+PDTZwzLXdqVYP9kh/09QVZZzi8/5min5PjoDjZ0BNXzne895fL8Bc8/PuXF2VOGe0c8e+a5e7zHu2++ix4ogoHvfPtDZtc9Td+RjUtevHjB1ek5WZbh2gXHhwXTXcmXvvqApqmZ7E8otEGbguAlOhqKIqN3nrKqGEyGRCvZGRoOpxUHewXDah87s2xWPUYKlM6o+5yryw2fPlkimOBVpBwremcpyyGXlw2L+QbbC2JQ3Mxm3GzmfPTkGdkgB6GYr5cEL2l7S1VOCKHiZH9IZiJGpkxpcJY8TwfduvOsGsknz86x3Yq6DgRV4Fz3OQxERkNRKnzUdB6sU9hgEyPUdQRv0THpRGwQqVgu3OfgYxG3rR8RkCmLhMn15zVPhSHKz7TFSTzeO0cMAqHS4sC6DokkUxoZe9puk+ZySlGUAm0CZSlQQhJEl8yfImk9PgOPRKFpe0HfW/ARHVOvW2qDj8nNpJVgsd6wiQ1GV5jKYG2g6x1RJip6OdwhNB4fNUrDcGQgiCRpiwWInDJ3BFKDqmkTqMQMNaZSONWBcWhgPKnITEQbybAssbZDhA2ZiWRZmsMbYwBH5zwyamIwiRzVG4zWZHnKrioJRhqi7ZHKp1tB7Ige6sUNXViiq4DMZohszuHRDlmWcfe1A86efUo1GKKznuvFjNX6mmenH9AH8DGgtaQoCgIpVmeM4QtffJsYI11wFGXOaKi5uj5l/9YxuRSURUHoLF945ys4ccrKPmfR5SgyPv3hhzz5+PvsTSecXz3HhshOuc93P/wOy3Vgd3LIF969Q9s05KMcrTzSKGLmkLrgzuEtlBI0rvmxzq6fiAP0lVff5d/+mz9gMpS888brYARa5QyLHFcH9g5PQOQ8+uH7BBHIzYTzZw0nt97gw+9ds1xecPbxNb2/RG8rd96BqaZ478nMgNVqBblkergPsiGPU5bLOcNjzWiyx6//x7/JprNQzAiNoN/09KHhcG9A05Rs6p564+k7GFYVUUZMmdO1I0QQlMM9/tnv/3P+3R/9GYvLFYKMXJWs52swOVVmKMsBbRNwLuB7Re09rzy8x6ZpcVZg1xltSPNSu5mRGZWurSHS1h2r2ZyDoyFd7dg7OmY03mPdzTi8c4/VyjEd36JrMo5OjhlPMw5u7aNNQAbHqBowHSSf+v7BIUKlg0cVkrD1jXsfyWWgKhSDIiPTnvu3d7m5WuIjnJ5e4q1Hqoah3qososC7iHBgfc/GJryaQ6CjAJcTdRqrRA3BD8hUT2k0g7yiyIdIDCJWCJnT2EDnOrQIRO+QIkuRoqBwXm25oTlSAVEiMLDVCocQUq9aBGLokCFPB4GA4JKGWEk2L8/+AAAgAElEQVSDEgEXwQZFZkZpywOkJr1Jjh0TyE2GkFnK9ccIIbnlo3cgbMLYKYX1Li2KnEVEx3g8RecZpoiYGOjtBmEVzrZMx7sMqwwRGjbLa+RnB1GICNWjlEArhzGOSEeQkjyPROETg7TQaA3NpkW0keBE+ibUdXgfWdc9y8WW41oO6XqSfE8LAh7nLUJKolLY4NGZIipHby19rbi4uEhZWpUMp1EpEBkyC3R9j8gkOqtQ0ZPJEy5edLStAp9Rb9b8o9/5dab7E3Z2Tmhqi54oTD7HVJAPDcIrdJAYNC5IAg3PT/8SSLPczWZDFwVG7bGerynKEd16xuH+Q2Icc+fki+g4IbMQMdx5603aPufq5jmb9pTdnT3+5r3vMdndwQbJamX4+MNzvCsIbUFfx2QRkAZpLTeLBQpFRvFjnV0/EVf4//F/+h++dv/ugPVSIvQOs+WS5WzBYFSQVRXLxYau80iVoQn068i9h/c4e3mGyRVnL64ZjBXLxYbee8psQN+l1J7OHbvTinI8ZHk+BwlZoRnkBdZF6MecXT5ntQbXSybVksanKERAUugxfb0iyx2T3YLOtcRoEaFEBEGeS8p8wOOnz/j+Bx9y++4xTR3puw5rO8aDAommbtcYldN2DSf3pgSlaNaeb33zI2TQKC3pupYqlwR6Mj0mzwQoqLsO19dkuWYyyqm7yIuXa1YXS3Kdc375kq9++R6r9Zpnp0tst6ax1yxXEYciU1VSGM9r0ILN6oaurRHSIPHkpuL27X1s29D2Fi80hYQuKrpNzXhvwrKe4bRGC42WOS5IogCtCkJcUQ3Shrdve4Q2RK8Sak1BdOmbRtvUaGNQSgPmbwXZ5ZZg5AGdfENK0rn4+VXZ2bRJDqRWEISkHA4K8ElVLAGhiESClEkOFwQa8CLNV+VnS6qQRjFZZvDbA1REgfAiEZ68TYQloehtT/AeKRNZXmuVRgGhx+PRkvR+8oy+65LTCQPegYsg8nT45RnNxmL7Dhd9UiJvFzerTY9SGqUMyzaBSEIQ2D6F5lVsEFrjnKRt0yLMhQSyFmRYlxB+Wa6IWIq8IrgGGxz0lhCSv0kIgQ6AkhgTKLVGWEdrLUoqdKFYzBN/ABl5cO+Q+c05d+4eQJDIrKYqMvp2gy7AFJaTwzvUbUfX1lxeXPDoh59Sr3tu3z+mXs9Y1wX9VcvZxYouWnqfKqs+dpRFjxEl9apAiQIRS64uW4blABcjzjdk5QG5VijVkOWSk71DDo9e5fLikmg9+we3WW4umF9FytLw9OlHBKW5/+qrZFQ8fbomxogxki50GCPIdeDug1vkuWPVrAk+8nv/9U+p0sP3K+q65eioQMjH2PYane0SQkGwga5ZU+UFuSrxLhFgXr44J7gJy25FUZb4XnHr1jFt41AassJjckWuJYOppLmZpblYSJm3EHsG5RBkTTE8wruO/f077O+VVNkKWoPbdCxXNTIvefniKcMBvPvWm4BEV4IoarJhTxcXjApJs2lZr9cYozDGUBUlvW1wvqHIDcILJuNdyuyIvqkockOzaelbQZYVhNjTtC1GV/joCDbQ9z2FySiLjP2dYzaNAw87kxIySSciR6+Pubieo3LHeDzE9p7xMHnVER6p0iY6HwzQOkNKycntY4LoWcxX2NjjrU0VyPQwytoqggpUkxEXpzcUMidHYoPFb4lQREHbO2LIsS49AY5Gk7QZj1vfue8RIqIyGI3HGBFwjcfafluhVGQ6Rwq9DdqD1DmtBaTG+s/AIEm9IWN6fQgQQqIYpTlnekpUShFdRMWtkEM4+ph610pHhLQokZgDPnR0rdvGqdzn/xmEjKANQSradk0IIBFYl7xL1votqSogo0z1U6BvWjKdaqPBOcaDHTJTEdyGYFt82yNVIMh05S+0RhBSdVMJlMwhpqqsROF6ixAdWnVgckIA53sEChny5IuKOUKmjj7Rg+spS4l1a8pihO8VKEGwPSqkPxKiRoQG10LnO7roESbDB01fC4R3WN+jCzi/OEPnGTeLM9AtPWtMYVHVhiKbgjUsZzdok/K4db/h8vKMk3t3MGhOjt/k5OAhJ/deRyHIZcGoGGKERIob5qs5fYgELJ1tsf2GvYNdnr64xjpBXhr+wW/8PfAK18B6WTO7OaPZnDIaHbG7e4tvfOsbDEe3ONw3vPz0OXfu3OH86Rm5krz5zmv0Nn1T8a5HBA0dtE3P7HLFctGgYoENP8VKj1cefBmP4fTyMTeXK7xsybOeLizZ1AssktU6smwWRGUo8hKlFHkJrxwfcvdBRdv2fPSDF4yHI/q+praRvgkMRiM2644/+eOvc3ByhCmhGGc8ffwC0Ucyc8DR/l0cOZc355ye5bz97s+x7DpaC4vFHK0U+WjIt//6Of/hzx+h1YBcVGRmn245ItqMHhgOBHXbUW9Sy8cj8FZSN44iK7lanDGZlKyWV1RVyexKcHxwxGBScXW9YrKzRyAjCrE1BgauzpdcXm/o+4ym39B2FgwsmyXj3RHBtdw86Xl6vuLivKPIc1a1Z7W5i9Ilg3yr5ZUaJcC2HcQxy3nHMB+hswE+wOnpmnodKY3BOpfAGV5ws6kpJiVKVYSQ2vRBSoISqGxMCCDUZxT5is56gopkQ4UIgmE5xCPItuCWxgZkHkE4fGjxMTmSQoDoksZYeIWMBiWSPsNZSAhPjbUeEZK73Qed4jmiwFmFFBrfux/BMnz6AhcywGfLpKiw282U/Ewct20q2WCJEoIVYD3CpVkghNTBlzIddEqlyJAqAZU+9hjRWmJ9h1ISKSORDqUFOitR2uBDj9ACkymEjEThiLJgs9mgZcD2La0F50qWq5pIwNlIdArrBc4GYkgHeIyebKBQhUpX8gjeaqRUKZheSubLFUdHe/haph69tAkG4nraPkFQ5ss1rW3wNqBVjpKgTM9kkjMqpuRDze6hx7Y5wRmG+oTJ4C65POD2wRF7k2PWfYsSCikLYsh454tf4r3vf4fOe9arFbdu3+frf/FdOpEMBF2YozKFiw4tYLW8wIeastAEochkxux8yeMPr7k5h//5X/wh7//gE85eNDx/2nA6c3zxy3+HKr+hbZ7xcz9zj2cfPQF9jwcPf57/6//8HuV4gG86Tp/MESriECDTjDsb5MgMum5OWY7I9ZAs+/Gu8D8RB+jPfOWLVIMDXn34a6hsxHj4gF/+ld8ihhGT6RH8f9S9SaysaZrf9Xve6fu+iDhx4gz3njvkzbkqK6u6qtpVlKluUzSwoGnwAmjJYFsgJAtZQqwsVmzw0hILhCx5YZBlWUYgjI2xANNCxmZwV89V1V3VWdlZOd288xlj/L7vHVm8kel9wiL7LK/uORGKc+KJZ/j/f/+SsW3D3TstCcvWb5lODpnOp/zSv/JvYdsjApGTxT1Cr9AmI6nu4tpmxr0Hr3HxYouetCjb0YbCyf1jFBktOx5++IcoVvTbC7ZrePfd93DdjhTg3v07GCN8+bW3OOruIDkRIjRu4O79GVkXdLH4MXF1vmEqHeI8qoVkQLct6+2K5eWKr33lG9UlYqdsNzfcPjlGi6GzE27dOWK388wOHdHvMHpCJOALTAXGsUfFiMuG7bpgimGz7kk09CHtNY0G7z1N13J51dN0tuauS2SzviIHhWo0Seqbc7PpGfpMGC1xX2SHlQPvGKJjuxZUcfikWPVrUI6JPajouthgRZOyEKKhRE1OiUbPQBn6XUJMyxCG2gnHhKbDaoUfwaqOFA3BFygG10BRCW2nlCKI8vgx78PjIlLSXoZUi6OxaZ9JpCg5YK3Cx0KWmjEUYyFJJJXaKUuBVKs9KtfuMaJRxpBSqF0rNWhO6cqdxGiyCjTW4JxFChCqo0mbT/OUFMruI0JIKPRnnfAwJkKM9JsebdgfBw0lRrKHMYCurHmca9HFMW0LEhWajq6dY82EmDTkCVoM1oDTieAzKmmyD/XxVKm0egQpLfP2FCcNw5hwnWGIhZIdqkASxc4HSiscHkxpZI5ODcMuIJKwtqHELdcvLtleFS6fg9ULigdK4fjkNieLe6yHLUklvvr2z5Oi5uDWbV5+6RWG/pqD5ojFZIGEkd//wT/Zk6Qme5xgx2Y9oIshyFittsp9ptM9v76km7c0h45+8PQpoJxiPdxwfvmMj9//gL/2V/8GP/id57z/wYqPPrng9p0z3nnn+/z2O3+XB98YmS4GTjvNyRR0jHTWoFTBGc12fUXxmTR07AaPsYnpdPq5atcXYgf6N//mf/6X33r7W/zeD36DWdui1MAHD99FcOTsIQtKIqtlojGRtjmgyECMF/zsZ4/Qasfl0yUHk4Zbx1PWV2MV/hrD2cmEs7v3+cobr9JODK1RFDVBsmdx6y7aaHaxYFO98mql6Ncjt+4eMoSAVYXsR3a7xGo1ok3CqMyQI7txQ+prCuFufcOkmdHur9KhT3RNQZxwejwHm/ZvTs3oI/PDKSkXJvMpMWeePLvEiCH7iLGWxlisa6CssBPL0eKoRj3remAbRo+UUIlCISLFUrJB2YCRBtcYSnSMY6DtFIvjI5brARUHlBWkKKRUtmosARGHqERjQBmD3xWcruzMSdvSuoaQthTJUBzOCb3vUWIQbbCuw7WW3bgmjpXNbkyBrAipjvYp16NQ09l9GmbBaEsuEcGgyeQ0ImRKLtVZBGjZ05RU7QVFVeG+UGU4JWdEgWiFKYpY6o5Ni0XvkzWlmErRp+a36wK1+CaovV71NImq2lMNqEJJBVGWMIx1Z6sFkUzOar/GGCgRtFZIaRBdgRw5JUDRD0u0UvW5V6UOKSXatsMHT4oDxrRA1XKGWDPmUfufkROpCENck2KuB1IKIoZ+1zM/XOC3NyijiNnTuClWF0bvUcXSNYYh9ZX2n0oVxRuYzw8Yhx2qOARhs1shzuP9jqZJjLuWXDQ5VUSj0O898R3Xzy7IWNbrjHMNnzx5F9c2hG3PbtyyOr9hOrvFcnmFDx5s4vp8S4gBDcQcQWWsbjF6gTVH9YMuV5J/ip4YC13r+Oo3voyzlsVhSz8Eoo9sxgHXZoaU6Hcjq2HN8ydX9P2GrNd0E884ZA5nr9M2d3n3Z+/QDwNKHKMH08ygBLojCJuaYlqS8O/++T+mNCYfEj/84a9xuIhkaj5LjpVS5L1nDJ5cBrqupTtuSOK4vr4Gf8zqxZLZoeP8/JwohZ9+8IjZfEqIA1pHrq4u+C//i7+GPom4iWCspd9umHTHWIEnj55gk2UTtmQbsDOLtIWnTz/isGvY9NDNT+lDoJgEesbhyW0clvU24P2yaiM9mCYRyJS9rOXk1iFOZ5TOnJ3eQylF9InkE1fX1zx8/DOEyK1bUw4PhOl8ZBg3KKQWxZyAlun0gMZEfI5EiSgiqESIjpurwPUqEFIHKXNy9DKbTaHfDgxRyEWgWNbbEd0ERoScHdkYikRy6iELRiu0FoIuDGFgcdyQjUc5y3K7oWgQrSuMVwXW/UDXTXFtVRhYJRQfaazDuRowVvxIjhFnhZh27MYlKQ/4Pu4hyPs8I6WQFKvGc18kRNedKCLV9UNiSCPoQgoFqBfrir0z+3E9k7RUu+UecTeWnqIyYis2LqVqWywihBIpImQFFIs2DilgVCXXxwBaTfBhb383miiJrDQg6CxIbrCmISRPJBD8ljR6KJoYR+IoRAopVh0jJEKObLcbVFIYadm3dvXNkByaPdc0jcQSERMqZzTXv62UAmINohWr3Q7TzNnuIjprSCMSNGkIhLRiPW5IJPwQyAlEO5x0+G3G0qCUJZV9px8VjVPcLHvGLBQbUEawDjrVYJ1meXVNsZFdvyKlLavNJT5qGAqpZLY3nnuvvMY4jrzz058xP7iFkyOWmy3aNBjjsMpi7N7GWxQSBWcs3VQYxjXbYYXPK9q5o20dr7z6Or/yr/5Zjk/v8Z1f+i4vnd3lW//8N7k9O+Ds9in4a8J4Q0hrnI7YbGoTMd8QymN8yjTdjKxGVAmotMN1Dlc6lNNoK2x3n48Hav4/1r7/X75mbod2E6bTKS+uBnZ+iVYHaFWYdIe0kx0iB4RwTVhZiheOFndAOs5fXHH6JHF6csTmauSomxMna+6eaL791dc5v0q8/bWv0pkD4rjkw8ePGWNg5iL3772OaSbEMdQANmshr/G+IZW7bDzM54c8fXSOqEjKms5G1lfPaNyMRnWMaoWJmtnU0W88i+MTduWCm92S10/e4mB2TClCzJ7rqw1Hx7fZDYbjoyk2eta7S0yTaKaZw4MZxhm+/q1v8qNf/wMaM2OrN8SgWQ2RcV1YHHUkIhNX91VhI3RdQx4HUmN5+PEjXAOKBttWF9HNeodSIMVy2NXRc7cbsK1ju9qAjqRk0ViM1hSbajJnMwUU88mUsQch0xpDMgJDIvuRksFM9h92UdHvEu1E1Ut8SIg1GO0galo1rwU9VzydsRYfQ9XF5ryP36j2SKUzUhIVK2RxVuNj3rM3C4Lgww5VGkTrKrIvuo7HYijaEuKA0S2ETJQtCk1Wss+fBy0Jch3vURBDANGIVkRfwcM1sgJSVnjfV+eRFFLpUaojpIgTU49geUR0S1KFcexJeWQ6t4wBKvZJ49pCkBbdZJIEou/pmhNWy2ua6Qwxid12w8TqClvWE3KMKB0RbYgMSIFhu8K6jpIDpinMaYhhRAS8eJRWNLphOtU0wwS/8hXE4kaGMKKUYK3Dp1CJ/U4hAqenZzx//CFiPFoZhhGsMwxKIb3nYD7HlQOuN9fcuXvIfHbGxfVTtsOWje/R2fDjH/2YyXTK3TsPePzoHNGR1x/c4fGTG3oVUY2mkarZLSESiZAizeSYxnlmB0dokzg9WdC2M9I44+//g/+GrutoyLz25VM+ePdjXnrjHg8/+pjDxS2+/JU3AcWHD79Pv/OcHt2nm7zN1GaMMYxDwieF6zRj73HSMfrEZruha+oa6vN8fSE60Lfeeov19ob18rKO2GlElOLZiyVSCqul59aRowya4Auq6cnGc3H5BLEZbeDP/Id/mhwTffSY1NDmDiTR6Q6tCqhEUS137z3gjddeJ9GQBsP504F/88/8pwxJM8aeq1Xi+OQVzs5eY3H4JZ4+vkK0ojMt1ipKAmsmtBPBmsTRvCHGDcYYJvMZMWROTw65dXSfW0f32KxXHExr8qQxhhB6DuaOKIX26ARbOvq1YX2uePTRJX6d+fH336PrhDELMQiDz4AC09L3hRhG1queMdaxNWHRVtCm6h2dnu9F0nM2u8JsBpPOEGNGcEymC3yy9Fth0i1w2mGsJaWaSEky1WoZM7megBDRJFGVq9l7jJ2hGs02B8YC2TRoqzk6nuGcgyxYWyMsKuuzouNEwJkq2/pUWjIMO4yWfT6NrtEcKVfuJYUiuZLptSbFQsyBlBXGGOTTqA0KMQyklJEUUblgsJUiqg0ZS8QgRaGkYF3tfMv+OZWUa7HOEHtf5VNa7XfLdbS0ulKlAARb4cZAjHvnErWbU6rU4q4KMe2YtBqtJpiDGbEYtCn1mp6Fxs0pBWIQjGjCEDBqSvQNIUo1IsT6/UhGZUNG0JIoqvr2l5tAUJAEEomJa5gYx2w2I0ddraG5IuwMDSEVUjEMIVNiRtD4dc9YBKenKFvwEVIsGJUxemRYj5AzrjFEiYjWDMOAmIhCmHSOxXTOk4dXvP7Vl5gfdty+MyWmhI+Ki4s1WdcjoRYHoSaq5gIUzWQyQ1vD2a2XefmlB8ymC3abzB/8/k+JwwWntw6ZHtzi/MUNKUTu3e548skF91+6yy/9i3+Kw8MGKVMW3Vu88sovsDi4zfWzpxxPzwgedsNI5xoYwSrN9eU5OUc60+BMw6sPXv5ctesLUUB/+7d+n/VNADdhs+uZzw6YtS2vv/02l7tr3nzln4Mw59VXX+LBgxMOJg+YuteZTA94+vgTzOyI3bJndAWRjtW14vGjQBdPuby+QJwBChPX0rg6Ap4cHWFaxemx8D/+nb/KK/cesJjMiP0JKfc8fPgJ58+ecTBvmU0d3XRDN19SbGT0mX4tHM5bVGmZHx8SisIowTQ9L55f07aR9//wI5xrsFbjnOPegxOsU+Qy4+Z8iSkGHyvCrOiAKi39TrPe3lBwKGsYwkBrI9pkmlahnJB1Szs5JEQhV1omwP4AkMnec3anY9uvqpNkbAjDFF00uMjzi3O0EVIeAAW6qbG+QPShhrXljMMgMe/3gRlNR8mW6eSQ6BO77YBTGkkRyfWyHvNIij1NY1HGQCkMfls5mUZV6IeSOn5Td4xW18gJ7z0Ug6jqE1emWha1GErKGGXrekR1+/9fwSLs4zlEWbQze0lPqEUzK0pJ+xs8QC2UMQgp7XexUo9CojUoQWw9WqUcSHlEsgcyUTLG6H16p6kHpL0FVaPRGYzNjDHRdY7txmPNHBFVD14hkYrGGYsqLWGMxDTShw3dtIE9MBqqBM26WsCN8axWG7SYutdVDa6d4dMOXzxWMuM4VmiG16QQSYys1ztSFq6uV1W0rgs+DZW7agtGMt6PxLzG2ET0A/24I5VCSoGUA0oaFFMwQ2WH5p6SPW+8fp/5fEIKgUnTorJlux742nfe4vpyV1mi255Qeu7evc9isaBtFFZFQtphDwzOaOL+g1Froe9HBr/k4uoSVSLdNPHyS4ds+iecnDZ0LuFmBlVajo7vce9By2QC58+egzfcvHjBditMVQ0BvF5u+IMf/xSs0DYFX0Z20RMKzKYLimsY/EDKmovzZ5+rdn0hCqhb1CK02+3opqd89et/kte/9CaTsuP24pTzyw/55NFz3nvnIx49W3Fx/h6r1XO0UpyeHnNz9Yzf+P7v0nUJa6vHOSTPb/3uH/Lyl29zef0BcSfsVhfMp0fcvnPGxeWaJy/Ocd2EOw86Xlw95cmjx4ha8ejxh8yP4Of+xHfw/YZXXjtGrHB6eERjLE3TMKTCbhvQe19x9Btad8DB9BQ/WM7PB1IsOKfJSdE0lYTdTY7RauBgvqAfMoXEenWDKEU7aVBuTz6PGcKO09NT+p3HOsGqHtoRJ4GmC8y7I6LUEVNrAWlxtsVO4eOHV2haDBZxmU1/CSazvIgEL+gSsVqotu/6Z1CyEFONsOhmXV30tx0+ZVSujnIxlmE70rUZbR1d49hu6uK/aTpK1mjrqkMpyR6fprFqiimqAipiYRygJCFlhShTd222qUekAqq0pGhr54tHu0zMASUFrTKiCla7ur+T8Fkksc41bTMJpJLq3k+5/dEIlDgKAYpHqfjZ9wHoEjBkSIpQKlREi6naUnE1PFDUZ2BmRKMKKCUUAmLqjrK1jizC0ekRzujareZcc+fTsC92gmsaGtNhZVJJ/FntjQkeZWsESVYD2iXabkbOnhAHskBCo8IUQkabCToqWqtQrrAdPSkbVssd69WWIYJr65pFtCJFhQ+hSnu0QmlTGSx55OnT5yRf6U5KKcRW1YEpDUZP6Xcjs8OOi8sXbNZLVqs148az3Ky52l6xvHjGYXeLzSbz8Ufv8spLt3jx9EN264hkhdg5plh0qBEvjdU4Cz5lhmGD0ppcetq2pVEtKgfQnt3WV6bEozVPHm84On4VZw9o3UgfIuvdmtnccnJkWG53TNoDlAl89MkjlA+kKPghoURqYyBCqy2T2SGTGSyODz9X7fpCFNCUIgzw0t27lLThB7/5Pr/1/f+D1eWaw+6IMW4ZY89Lb77FN7/5PWazU7701jeZzmbMZnPund7CTQy2m5GTZuxHZtNDXjwfmU3mvPHG1zm/eMLoK4jjZ++/g5sEbt85wDnD5dPnfPTBe0wPJphmwXx+h/n0ZRqrOegWlLxDtQesrzx3b5/ix4LRqZKAtGMcR+IQaZvE7TuHNZbDteQ8EFPPdNbQTRSta5h0hZw0mTVaj2jjqs/ba/q+37txFErVTmuxWHB43DGdzTG6I24Ts3lHow3b8YrG7PFjhBpmpicggVgi1gnb3YAfDphNJ+yGjFYtzjZVW6laksp1vMsZsgZtEFX/MJxrkJzIZaCIreMXCj9GYgay1ILRVflPqFWRMA7EEPajt0drC6WHXI9sUdI/K0AaYhr24W2CVZaMkCVAiaQoNQsp1pyhChy2WNORRJGKRlFRbSVrQk0dpsSCKXXEDjERavoHMScKFkpdU+RYyUohZnxWdbwVMCQEX1msqRZRoxNGyb7YQfSRnPZhcLGK33NM1UbMvBbtpKqkKnoSsX4IWOicYNUUH3pUKmjVMQyeGAJSIPhMiAZXTsi+QZsKI1ZSp4KSIkPsycFV0LPOJDTjkNEIcYxYB0lVvWcKkRRHjBWM0Vjd0WjF9KBlNjlENy1i2mrwMpohjhQRkGoTDVKIMdCvBm4ut/ghcNAd4Zopm3ELqtDvRr7+zV+kH0eUhbe+/DY+FE7vHjOmS3Z+xG8D2jUoFUixSqowlsYKZ7fuMJtOiT5WBkH2vPv+C/yYePbsGSlc8caXFpyeHfLoyR+w251ztdzgVy0vHl+Q7ZL7r9dYF2cD06nwzZ9/u664nK0GFyX4OBLDWCNpiDR2zmq4+Vy16wtRQKf6LjQP+Nf+9F/i6tmGb33nX2LqLN2i8PT8gtde/ibTecfjR895/2e/x67vOFy8xvWFsB0KDz/a8NLZl9D7NsMpuLx4zuSw5aOfPmVzFTm+fcDpvWOw8NL9l1Ey5fx8jd8VhuGGxckdLpaGs1tv0KobpLT8zm/9U7Z+x0/fueHmRSGL45MnT9D6mnt3A9EXUvDcu6vrhT1nGjerJBoDtw7POD6+RfKBftPjc2AcaprmzdWSruswxaKyQZyiiK0XZFsJO8TAzDVILoy9r9EhRrNZV3pR10ayFVo3QdNW5GP0GHWAY06OQttYrBFa7egaIaYBH0ag7sUqpV0YA4gJpOIpVMiIiNTES6/3lkuh9xkxGsFUWrtojO6q1CdUedHh7BBlpB6Piq7HnWzISbC5YIql5ErgyYnPRuEYqz+p8AMAACAASURBVGtIKTBG1cs/+TPPvXPVy19KIVfIPJpqBU0RUhHEOmKxJKkeeEVEf7b/yyiEujENFaunMiK12xMBVI1bFt1gxEFRdbynrg/qMyr7eD6FNQ0ie5iIUiB7WZbyIJYkNa4YEaxyTNtDtBhWy55dXFOwFJvwqd+vcgyYDopDZ0VOW4a8o+sE14FpKji6lEKjJ3W9EvcdVh9JsaZvGpfIqe6S75wtKhNBm6oCKZmSRnyBPPgqym80RrU1OwmNMy1gyKFKu9puX5i6CdvdNbODA5KCy+sLEonVcuDVVx7wk5/8BDGKMBoWt97AmZb1qufmeqRxlmx2eO/xUhsHp4SSEtNuwpg9jx895cHtB8y6Ba2a8cqDVyBrFscNi+NjNleRiS0kLwxec+voHqIHZotDJCpePO05XLRYNyOUzLt/9IdAZmIbFBkfwTYdJWXSoDk6arhebths/hgX0Ld/7luEIfE//f2/B23g//pHf4PzbeblN77Lz33jV5jODplNj5gftVi5y+FRJsYtD156FYWmm7SstktcEQ7nhlIKp7dvYSQy0S1KZw66Ux49/IjQ71g+u+JwdoJRDbbtOZjf51f/7H9CKW8QWdLNDmjdNYfHJ6imQn5LqLniYiyGDrwmhw1S5vy3f/vXmLaaaTtj7D1Dymg/skzXPH36FJ9qJ6OUrnIOKyyOJvR+heBpJlNi0JAKPgg+F/rtjpAG1pvrOnalwMQ1WGMq0Tsnxp3mwd05uzAQy0g2EbEGhbC8eoo2BmMtQ8xcrxKSHUkKKltiEMgNurRobdG57gUbOpw0hLgjeo9G74tCwagGRb1Sg0LJFIlCjBBGj92DOrZ+R6sbSip7V44Qci2ORWtiHkDJZxImo2oqpkgdmUVqMdJS3T1GWbQp9ahh6u83+h1QEXdVn9kgGUreYXSNJk4YlOsoupJ/fC6EWChotGlR4vZ71ULym/rBlYUcEyrvJwE0iKCMRqumgoz37qOkqEcWOii6jtWqupDECLn0GPGIKohocqrBeSV1NM3+tVcNY8jETD3W5bKXr+01nwKd63hxfo33Fakc8lgJUWxBPEUblK7efCnVI++H+nvRpmW7WxHjBLyjqK4qMgioNDCGHaPfUYJiyCtCSOQ0UvIOKZ6SNUo8napOnWI1rSwYhojRieIHShGOj+fcrJZo3TNpMkp6Hr7/B6zXK4yFxa0FKQWsnhAGz9H8GK26Kktj5OrmCiuK1197hbe/9VUen39ItCtCjBwentFN5oR0Q5AlprOY1nA4n/H0xYrmQGFNBKM5PLyH94n16gJF4J0fvUuWyC4NpOxotCGGJdN5Q8gbQCN5ZN59vhH+CyGk/1t/6z/7y2+++Yt8+P77LG4dMXOOv/Af/RX+h7/7v1D6Z7z85pvkZPjGn/hFvvcvfI/bt+/zv/2D/47f/sGvM3MOZyd8+N4HhDBys/TEpPGh8OD2GcnUMTqOGusUyjqeXp2zfb5jshAur9eIPqVfa44Wa6Yu0Uy/zFe/+QtsNp9w+fSGXLZYmdL7ntdPDRebzOXNCN0ap6dsVp6mbZgeTpCUuVpfQ4aj2QFt19HcOcRhcHrKcr1hHFdofUD2gYRGtBB8xKcEKuGUQ+tqv5vMZmglKDNjtV7TtJYchZgt2+0luxuLFmE66VBZ0a9vMJ0lZqHrHClrYg5stxuSpGp3jOCcpkjGaIXoSrfXFEqJ+BRrFrqxFGWqkTFHUlRE72mMpuz/TVuFwey1r0IYPUo7fEpoVaVKwVfMGuzH6wJWCyJVwC5K1at/qd2aEo0AJbN3rgiZii9UWkASUlqKKHzwiDKkvQ1TY8hFk3JBq0RKHikewaJkL2hPCQpILoRYozKUgrLfjelPNaKl2v9yrFEgmVxjR1QBnbFFGLPB7rOXTAb26Dty3qdzGoaxQNYVu4cCqdBnJY5SPJ3RkA0p1+KMrnnuJQWMavBjoW0mhDHTzS1xB9GPhF21DFecH2jJGGkwFkKuSZs+Rw4mCd/76lgiQfCMKEpUaNcwm0zZbK4Zh4xYR+jjXm+aa8QJNT7FAWkrHN+acuf2LWIOnN05Y7W6wTpFDCPeB+a3j5h0U0KA7fKGHD2Xlzf4EFE60U01fleJVmEMkBWHh8dMJ1OUFl48u8AaRUzCwcEhy+UVwxBQEYzTIBtiiBRARPP86TmmNcymB1y8eE7jDIOPbNaFFx8vUc6QfEJJrprcrChly3y+wPcJaTVj9Py5P/cX/3gK6UtQfPzw93nz7S+xmLV8/PghNzcb/r2/+Jf4zr/8y6yuN/zwR+/w9/7O3+Yf/e//mB/88PfYrkckW7z33FxdU6Jht1GUkMlFoUrm4+UTQtac3Zrw4JV7dO4Apy23T06YHlmeP78kbZeszz9kfiBcPPuQq6t3IbzHb3//B/hNJIyRv/Af/HliXPHLv/oWdhroZiNn9485mk/QytJNM2FIGF3ztmMfmM5bNmNiMT/GbBMqq8pyNE3lIaaA2HqQ2G1HUD2tzWgBhQFvaKbtXmdoSWnEGmEMNcdFlQBNxyquiGpHcyAoZZmdLMhJ4UyL0hHbBLKuiZIl13RI7SqHUxuIktBZo7wj4ECaGtebp+CqwN3mhFMa04ba8QSpXE6lKKLp4wBSC5gyGiMGZzo0mnHoyWkkxQil1GhfqZG/pRRKdCSvkawpJdToYlUo1FFVG0eSqhGt2s5Cjl3tUEuisRajCtbaaouXgjZUHSktkgWRKlf61G0kKlOkkNWn4XCZUqoFU1SprhjRtQOWULtMlaqVVpoqaI8ZjEbrwigjiUwsmVK2KO2hBFQRiAlnCtYGjFL16FVqVw6gtGUICkxTj1E5Qo41agQNtmCcJiSPa4T15goQtEkoJ1hTDRcxFRSTyohoGpwzhLShMyOT5g5i6s8KSdVOGU03aWj0pAJrugNa2zJxjqwLcRxw2iBqoMiOpEd2vpDsivWwQpzi/MU1N5fXfGpInU/m/Nzbb2KjYlgOGJeYzDp0m3FqjkawJZNCQ9clmkmVVInU1z6ExG7Y0naOyXROiRbrqHvjIGzHTEqO5Y1gbE0hRTJf/drPY8ycXRpoJ4WUoekcKsPNsGLMYz28pYIRaDthcXJa5XWhZ9iNHM2bz1W7vhAFdNcvyfGSsV/x1jd+hX//P/4rDEnjUmbW3eHWg1f5t3/13+F73/s3OL9+yAfvPeTsPkzawHR+wHJ5gzYdzjmOTo4QoxlHQWeLVZriJzx9/ITduOHZ0wtunl1xs1nz9MmKq4tADAMXD/8xjTllXDb0g+LNr3yFjx8vaQ96/vpf/685vSsMz9ZsY6b4BW996TZluEssI02zwM1atOkY0livrkEzaRyxDASfajHQwjhcofIaazW3z6aICUy7yMmxpZkqvvsL38bHgU24ZD5foIvGZ8XHH39CiImSbe1uYqEphqZEHB2dcRQ8uliMGMYhoFWDUXOaYlDK1d2Wc0CmsRaVdXUhWcWYdkje1WOEUSidUcESSiaW6kEsWchKSC7iIxgt9fUtQirVWZIBbSCEGqAn1JHciiNnQ9+P+52m3esZqwc/lbp7VKUlB41IQ8lVvuSURSmp0SWANolCpGhbyUwIJQVKkNolh4wWQ0oJrRtycVASutQNZk4VXVdS1aZW6VN1MuWQQSIllXpQioWUaoSIuCpSj7kmo2oskjVWJtUyqoSCg2JBKsS46KrDpNiay7R/zJxLPQxRSUpp3CEYilYIaV/kYbfpSaGgiiOGhIzzusPMjklXdaUpB7rWgAtI2xNjQEvhcHJIYw7IKlHCiE4JS3VZSa7cAGOB0jAMI9pppjNL6zS2bSomNas92xZcA9pOyUXz7PxJBcEUT9MYel8YoufJkw1KN5wvr1kczOm6KY2dE+OOkjQ9FtcpbGMYt1usahhDIfjMbrNl2I1432OMoe0cn3z4qEZIa4M2ljCeczjL9OsXpHHg6cfP+fjjD4hxg3ghxRnO3mU2m/Odb3+Ls+NXaHVLCiM7PzJkVZ1QumVIWyTVAEXXfj4v/BeigM4WbzLsFC+/9DWsmVHGyNXzTyjjmiSF68uB6dER3XzC4e23eOvnv8bNpiBlQhoHxNUxRoshlYijwhWChxAC6wFQQsxVfhJzJqSMZooqLd3EgDniZv0JZ69+m6Ra/s//+b/i6sn3Ob3n6CaKixc96/OB4DN9XPPD3/0j1usluYxQEpPOkmPE+x6lYTOsSAjnLy5rLvaw5fz5hq6dk9IJJTsef7imbVu2u8z2orC6HPmN/+cH3L59h9PjE26ubmrHlAKLw9sUsWg8pi30vmfwCaUmNVlwLCgdSbkn7eG8UKOEl9ueQj2ciKqvVU5QSBipgmnlGlIxhJhxqV6jc6n4P5SpLqDYoGkpHkpM+6NJ1S0qVd+UFEdKucpgxJFTPaykJFXAbjVaWZQk3D7gKxNBJ3TJiK5dYBgjkPZ7QKkddKlAY3Im+EomSqlaHEUEUbX7NCpX+YtUruWn3a5Pfk+mUjWSmIKWqiCofvNEJBGTqtdqlQm51M64aErRqFRlSUXqB1EVTVWgRymFkKokp2o6E5SIqELOGa1rgYRKvK/QlHoQUspUXJ8WyqeqApWrUy57QhoBQ0gR9muM0W9pG8vJ2W18DJQCTk0pqjCOI6ITYxgxRdFHRRBhLFtMW1F+GqGUiLIes1/LLG8GQoiEnPZBfAqjpuRk8X6kVVW32TUd9+7c5aA9RquWxfEhuswIHi7PX/Dg/hkfvv+sgsJzYhhHinLMp1VDvFkJuukIo2fiNCnsMI3QNBbQNesoWg4Op3RaWCyO2e48sbQkDNbBLlnO7r9ECInLixs0HeN2y9XFJefPAr/3ox/ivWfXZ6w7oGsmdFqDari6OcfQsgsD18s1bTP7XLXrC1FAD7uvc+eN73Lr3uu8dO8NDhcv8+D2KZITLz5+j2+//VW6Zspv/foPeOW1NziYn3L39W/RdJlchLOTUxqjQUXSoIjiQSfmzYzQD4z9UD24rgUJXF9ekoPC6oiZCTebgffe/z0ODxb88Cff56Of/RG3Xxa+8c2vsbp+QbQjyCE/fm/L9WVk+fwcIwtO7sywegbGMq63mNbhXEfw0JQJJfd0TrE4nBIStIfCcjsQ00AKA+1sym7tefHiqtrvlME5Q99f0bQaMZowerZjvborIgeHU1KJHB4Ig1+Cqa6azfaaUvI+UXJXJUQhQ7H7pEWPGIUfEymVz97wxtQ3rjU1V12KwseRHPYjtzV72Y9FmcB0ZjGNq9fiUmnxWlcheUp1f1g7rEgIgZISOtWdoUiNHBFRFVScIs62KElYKYQCJVTGpjM1jweq9VNIVd2Q/T5lQFNyjyq5Mh6LQRdTbYmlXs0l/7MR/VM9aCkJ9ombGepj6vo4CkXOoEUgCiK1my+6IUvc++6pdCiVoUSUlHpUwlCyYAVMkbqGyQpJNTOzhr6lul9Nn+L/IGZBKY2xlZylc/Xia5XrQakUoOLvjEogNeqmoNHW4GNgu1nXxNJdYrvdoopi0s0Zx0BjLNfL61q8VaFp5yQfMK4lUTCmgWgQlei6I+bzaU3zRFNypuRASluKpjrpcBhdaBrHRw8/5P4rdymS2W1GtPU0E+HO2Wv0a80rL7/MdrdkNl0gWtEPW+Iw0EwU3UTjvaeYzOVyg08ZZ6c0bs7Ncsl8cUDb6dq5R83N9fN6GBSFLpnVcs3pZEY7aTi6lTg+PcbYgtMzFqea6+1zjk9OsTNDYxJSQv292ar4OOxuEfyAa8A5gx+Gz1W7vhAF9Bd/+Vc4nt+hqIanjx4Rhp7gjtlpw/T0Jf7hr/1Drq8v+fmvf5nGRd75zX9Kf71k6BvGMXD+/Ipiasel1BqlBLGK6+UVJQdi2eF3WyZTB21AH2pEeewkksuWcdeDnnF+80ndac5vYd1tRrlhqufoeAvFwJgShY7Ts3tEImevzen9SPIjdArJVcTvmg7VthTdYNqOm+ue3XqHwYJ0IE3dl+WMkob59IAcBesKKY/YxjJzc1rbVpK51dROJ7JcLgmrQMmaL7/+FVRhj6xrsKoDkRqspptqXy0bjKpaSmvauiOU2uV9ek3OmEoQKlJza7TDWEWR/ahcMlorUin02y1KJ4yJKB1IIVBi5VMamymMABQldI0lq4LXVZeZfMXapRQrMDpnyLUrjLki4FQjNeI3Va3oGDxFhJjA6XqBz9TnWkoVp0f2kqiS8FJjhyNCoj4vq8teilRlV1Dtl1LAKUGHSC6BUjKN1IC6pEo9OBDQeUDti1lKoXbVUWpnrCw+So1F1qnuVinEWKOEYwnk5LHa1N1pqh8WBmhEY0sh+ur6SSnVfjZV7oIphhxTtZkCSiy2maBUpmjP4D3WNMRoiUGRSkQEhj7Q+y39GFkPkU0fq3GgQIrDZyg+RIhk2ommsXOQkdm0wSeDVg5tWigNKVdA9GY9ElPPZrNhuxo5O7vPw4+f1GSAktgOkWHY8ejJQ5IeuVl7JvPbWCxWdXSNJpQtfb8jjkIehFZ3zGeO6XRKOxWMLVAio99S4pZZp3hxdcOQtjQTy7xbcLHsKRNHr0GC0EqLJRFNggaMu2Y61cwndwjDyBg1JdYVThr6CijyF4zRMj84xYhhu/tjLGP6J//rf89yc8WTj39GEXh+foUzQugLNy+ekyTz0x//Dr/5g/+bq6dP2MUNuX+MtQHdgDIdTjmUFJRpyTljVYdtO7IYdLbopsVJ4Wxxykt3XubocM6rr73CfGr5xhsHYNYMo6JtP8bJh9y7M2GaFeerhnHjAYUWwbkd3/7eSygphJWgdOCl+0eotGV665zGHIKMFBnY3ayIux2ttpycHLJbR+ZtQ6MNKVlSLqikGUMgCdXWZjK+z4idcHV1jrG2joxJcMohBBanR+Skefr4OSVltutY8WpJiIOiZIMTDSiit2g1kFSmpIC1XR3f94mQ6IxpLUYm6FSLmI9U/3RQSFIYEwmxJ8Z9sU6lHgSahtELPpkaK5ENqtSojkypwWYiqFIv7pFqJyykegGm5qwDkOpxO8eaNUQZEJWrGyfXyI4QPepTZ1Cp3M+UEooMGoxOaASVEzkOmD0foupNa5cs+yxxowMlDYRUCGSMKKzWpOLRUt9s7MPXQlEkqWsAlMPaCkc2SipApMQqhYqKGFN1UunKL9VWoYupsBRdVx5Nq4kSCMljbXUpaVEUX3evCkUYMhhbR3Yl5KAYQ12p6KIoWWNSgRiIMdSwPGXox4z3mXE3Mu0MZ6dTTo7naNnzFHJgyIUURlRSqBDoh4jREPqhXurzQCyJIQzE6OvBzs2YHkwoSZjPF7i2oR93DOOOJhdSqIe46AO2K2hJpHjF8uaCDz58zJgjKreIn+L0hGG9I4TIdrcEwCjNdjMQxljTTENms15yubrh3v0zOtuRestut6OdTWmV4cgtuLna8uJqQKwirdaIdZxf9WQDu+EaH+prFHKqigUNiZ5kZig9crF6gtJgtf1ctesLUUB/9JPvY2Lm5HSGFKlxqSVgreUnP/59vvUnv8vXvv5dlD3g4vknlJIYE1XOQpWmLI5ucXgwZ7vzWDVlcdSx6XcMfcJqQ9OCHyNtd8L50xtiGEFDiprTW8f8qT/5r9NwxKOPLhiGa377h+/x0/eW/MJ3vkUuO1J27MYnpJwZ1oqzN8745ONzFt0Jz56vMZ3lxfMbtv4CFTO5z0zbjvnBKWOO1e5ZbhjClqOTltZm/HYk5YGucViVcdqhSotRmvX2BSnBdtvzlS+/jjYZ6zTOTtltdmhXnSFt5z7TUuacadqCawroRCmF2WyGs7PqGspCSiOJ/UGoVEG9CsLofS1uJe13paqyPzXo3GFtwzhEfFCMKZFSpu97GpOxqlBygBgo+1BMhWBMS46gJFd4cKbuEGM92ISU9jEZdaSvwItKiw/RULIipYiI2l/8hVQK47Dfa2ZBSUssFfGXy77rVPsindL+Z2akZGL0xBLJqSFHR9lzRkspxFxBHBRLyZqcPSLVbSYiVSXAiDCS8khRVebDXmKVpWY0aa3IxVRkYE4Q67ieQt1RirJsdwGjpxjd4GOq/vpc0M7s1zCCdpD1jkY5LIq209imIcZc1woxsR22jDHsj3l1v6+VJeTx/6XuTX5tze7zvGd1X7fb092u6harodhIJCVKcSJLsmQ5gGInARwPYiCGkUkQIJkbgf+B/BeZZZAYDoQAgaJYshyrF0mboimRRRZZrKpbtz3dPrv5mtVnsDbJjGtUGtSoCrj71Dn3d9Zav/d9HqIIZClIWdFUFdk3ZREVIjKX9MQ0TYQI/WSZxpGrqys2212BH+sCmDZ1VYAteULJIuzzbuDZk/epUgYfMe0MXSlWi5oYBdP449aUoKuhrooF1UWH1BYlHdSCk9M5dduwXq/RBpbLJcuTJbP1jHahy3tn6Li52eN8ROnINEn6m0CScGufUq97zs5eYzZb4Zwg5Z5G3mO8Drz44L2fsg4qw5R9gcegaYXgZDFn1S5pmxlNdfaJZtenYoA2XWbXf4c/+Ff/J7//O/8b3/7GHxW24HBL3D1ne3PLiw+/Rz7c8vzJh+Sc2N5umEJAVzW6MZydnSFyZLas6OriTokhkHJkPw6EDMMwsrkbmK2WqLri5vKKujb8xbde8qd/+CecrAe+9HO/SMqSeb1H1A1/+Ed/geKMqutZdGu06NgO3+Dqgyc8eHjG7fQSJRMn7QNO268gaGhOO8SsXONmJwu6rkEI+NznvoLSLa+uHZFM04mjWK2oXpXSxFRiG41uMXMwtebr3/5zPBbbO+zBk5Ih+Iw2iXEnQURciFTGouSsYM0IKJ1JaWSwpWmTZUaLwpsEjTIVPkxEGVBYNJHsy3WxLBBiqSLasQwrlRE6gVTIqmzAfTLH679Di6r8+yyR+aeb9ZgoQ0KCzyU+JAgo6VEy0FQ//TFMURGDQIvSTDIo4lHUVn74C0vSCNAIcppQIhOcOzpvctHwitLCyVmQjnXUGH3Z68SJgpUPkCxGlGaOCAkhPAhf4mghlNNrGItTJytyOjaSsiwVyZDLBj5ElChVTiFyiXXljEvFH6V+nJ6IgVpqrB0JuThHpFQkUSq+Sik0GaM0mpZDGPCk0k8/5ki9H48+95aYCsZPmIoUIlqFQpnXhlYndBoIU/FSDf6AaWRZIIlMVQuqpeD1x+esz9acnq6pO1OaWEmU73/2KAXTZMutImSarkXmOXKmmZ/N0NUcrTU3N89weWBylg8/eEbbrjHqhLY9I6YJ3WRSqJlcBAVV41muip5HZHBTz+nJyfH9PHN2fo9ZU1OpOcM+sLvp2d1tsXhub7eods7ge+6Gp1xdb2hnid/89V/h4vQztGbG04+3TKMn5xElMp3UpDGRXWLfP2e/ieg6sdkO+PTJeKCfigH6P/3z/5nLH13yn/3D/x7ZVHzuZ3+OmxdPS7DcKJ48eZc//9q/YbHucCHR70duN9fcP1nQaEX2nt3tTdlSp4bJeVZn6+LBriTRZbZXe1KwNCZw2lVMhy1NBS4GztYCpTt++T/+PLubS1Zdi0sgVE90mW4+cX46Z36eUfMR50F1z3j5/Io0OWLQjGPxFY39xLSFWbNgb0f2mzv6/YHhMPD04xd4WyjkIfnjI7ogucDDhw8I6Y6AxJiWwVvcvsLbiBY1rRb4lMEIlLLlpJZraPwRPuFw3tCPd/iQ8FaTQnWsEPrjX75CTBJCYJSk0qUbHIMgoXG+LFZkKnR7JTQBiz9ePUWUZHc8RRbpE2WTHXDBE/NETKV6iXCQR9oaZMoFjScSKToUrrxhUuMsWJ8JogyalBwZi6k0iIyNE0KpQmn3BVWXg8T7eHSfl1OQoBCdZC54NRELsFnIgMgCojl25gudKUZbTszE45AT+BiwLuCdJMdiJ0hxgOMzg8RDthgRIR1K+J+IkAOJUEAsWZKiI/uy3Mo5ltaSGgkhoIQkxPLemrIj+kiKsvBMVcDHgAuJmD0huKONUuJzQlWGSkoiolRoTbmtiOiRKWLq0qySItE0DfvdxBgti+UpotLo4MmpQsWMS4FmNqeKhnEbePLhU7pmTpjAqKpwGZJAiorgIloLYhhQphhj0YJaVejQcvvqiv5wQLYLlFKsZzUnp5Kug26euNtcIiLUUhPUAddHTpYnaL2kbWsCluXJKU09493vfp9HD99Amob5oiHJiDGG2bpCzSZ0KyEYarHAb10pCwyZrl6w2UW+/rVv8sH332XWyXJaNxmjG6IvCyjTNUiRWawek1TAToZ509JU7SeaXZ+KAfrP/9n/gFgtWLWRR+s106UjxJE///3fZXR7Pvzh+/yt/+SruKHn7/z6f8rQX0E23F311NWCHDM3V9dIHIIBaSr6Vy/Q7JgZw2JmOD8/R0fFtHeY+Zzzk7f53DtfwfYeFVuwnhcf3vLFL/8CuqmZmZpZMyfaO0LaMO1vyHeZWbUixJbblwuC2vHk6YQUJafmvYccCeHAsN9xvlpwd7fjpD1Fmoq6qdCVOVK4C0jBHgZsyFy+2kCsEDESRFlUVI1hOV9RixmHXUZaR1tldFTUWqDqCaMk0R+otCFjaBqJ1j+N64iYGJw/StEo+USZydIjj3zM4Mog0VoiVUDVZXM9jB6VBOiAt/JIHoKkYhG5hXJ6jMLQ6GXp1aeKkCSTc6SocH4CKZFKoBKQFTYmYtaIBFVdBprJNQRFyhUZjY+RMYUCTxblFKm1JmVf/EjypyZObRQiW2R25FTaRJAhHqlWMSHSiEyeaAfkj6NFoQxf7UF6i8JjREIxAqXNxpHwFH3A+1CMpDlAVlRGImN5l9RSQY5kkQrfM5V3X8WMHH/8uSQphPKOiSSlgBSWyvjSyKJiuSxkKudNcdyTyDGjEVjb40MuTa/UIyi2USszLmWC8EzWooREpIhSBu8kr66eMIwWQcPkRqJSiKzoxx2X1zfkauRnPvcms66lripCnKibYy1VRew0tnq1ngAAIABJREFUkIIkuGIO3e/u6KoZNzcbDm7PbNlQq5qT2UN0rFGyYdG8zkcf3RBCYLU+I6MZhwP+LvHG47eIecePPvgB+0PCuYBzExnH9nDLX/3VX9Mtljz50fvc3W6x4zXj2NNvFVoFchoJLnLb79htBT7Dfrij7ST9/sDFGxlp5gWYY8r32ecS3xOx/PJuTIs2EZ8tVZ2RWn2i2fWpGKD/9L/9Zzy+d8Kf/dlfML9/ws7sIST+zm/+BllIqsrx3nf/PbOZ5I//5P/m9OKcMAzM247rq6dME0xZsh8OVEZzcTFDjDd85as/y+1N/5NgbzQGG+Hu7pbD/oaT0znWKZ5eebyp+MsfXPFX3/0rnj+XvHo5Ma8i9x5WzDqHbhSvf/4x+8OB1exNEA11Z/nlX/k8xtRUuiDr9vYA2eC9pJ2fMY2Wm/6Wzmic9TS1JmZFzCX2IlRR6k7TwORLntL1nhAnlPDYoWdMW9qlRnZLDraASu52Folic3fFbuc4Oz1FCTC64eLirLzFpZEkQAZRljuxRosiPktR4I9k9hLryccmjSJ4yCrRtgWGgRcoOZG0JOSEyJIcPTZNRXsePaoqgI0f64fbuoZUIBvBDWV7TTFhyqyPTqRE8iBywMaBKEKhQoUIwdOgEU4U+HAup9EfvzWmFEtbiUywgRwTIUiQPSSPVJRMZU64GIqSgxJDCkd+aKkClkEnVckHo46INyxaOGQotCWVc/lsPiFiwghBTB5hwPpQapdalYGaE02liDIRmY71wYK9qypNEIksywlcCk3yAZWLKG+/G8g+ofOBWaOL5yqXzyyOOU6ER7iCDsw5UwVFJU35hdYaDoOnrjp0ZTC6Y7k4QysIwkPKxz8rk2M5qQ47z3Y3EJRj1izKLyVVlYKEj9RNV54zADtGkkwk6VmuF3g/YVqJbiQ5DSgjSVGSmVivZvT9hLWeJBWyqehOaz5+/j4Xj+5xenLGbnfHrJkdYTOKz3/2S7z+2tu4KXJ+8ZiEJzNj3EtO1h3b7W05GEgNE3hv8f2IGyPDOLHdO8ZbT3+4Y7M9FIMpkipLTNXhfCbrzGB7Vst7NMFwcrLigx99/Ilm16dC6fHq+RPa+X2effD/cnb/C2hV88PNlpwz/d2B+kzy9NUlF2tFFqco1dHOWva5ZzY3/MZ/+Yv83v/xJ1TtGhkj/tUVP/9Lf4uvffMHrC7mfPz0OWf3l5i2Y7GcMfSKQwh86999h3sPVngnWJ8r3n/vWbluqpEHry94eX3g3muSymQq0/JHf/AdTlbnzLribu/vFNvnP8R6h1BzjKnIXpOz5eR8xaG3XDw65Qc/eJ+z9YpUNURfgyi1PpESg52I2eN9kbcZnUgi4LOmv9uwWCzQZsFhe4v3kdffWDMNEjuONE3FcnbKl778mBdPbpE12CyxNw5BRdV2OCsRxpH8hJQVQQSySChpSrZQ66PMSxUPUPBFuSET4egnqlRFTCNSa+w0UKnSjzYUWlHMGj8difgKUkz4qJBVwIdEEhKtFcFnZM5EKFEqUVB6MWikqRDRIaUvODupyMRim5SalAIiBcgV5QkykpIkUd4ptRSEFAleIowsQ0kczweifB5FCaATIMRICo4sKyKFap9DxAWHEOrIlC25zZx9eVOVRSqXQiBQ8qIh5pJrV6VWLIxCBMnkAjrn0unPRYscI/TeY5TCe09dV8QowNSliZQDOVUkFWgXa/a7PQpRhHlZkr1GYIihBKxkTqVDr2wZ0EJgx4muXTG5CVl1uDABmWEYqBsFuSaHhNKG5DPVosJUia6dMQ6OpCPjFDAmorQgA85G6iqTkqBuINpMdVLjrcPbidVqhbMHbJg47C2rtWC0jqYzjNbQ6AojK7xVpNrTzhu+/fUfsFp2LFdzgvOM3BLynMP+kvMH52ifmC/mNPqCkBwYwdhLFvNTVqsLtndXnK4e4UXPXX9d0hm+YjFr6Ecw9YHzey03UwG1JDsiU1VubqIqEOYLyFXFBx99iNZ/g7fwt5d/zQ8//HMwaz56+n2evfo2d6/eZXvzknnTIqRltZ4h1Izd3YbN7TVGlOhMfzhgdx/y3/2P/3XZ5GZBas54ebPn/O0Ft5s9IWWkaNlsMzcvXnGyblnMEs5N9H3PdIjYvufi3glJCur5is3mBauz4smxU8s4bvi13/oS9UnmxdMRZzO1OeX60tJVimU7J1lPChlVQ7+5IbgDdu+Z1XNO719AMDhXjI7WR6KQyCoijST6RLATKYcCR/YRkQvWLA4eQ8V6sWRzM2GtJEWLt4EsBt599wMQgdFfU8mCkcuUoSmEJ2XPfKE4P++QUZZsYS7DyTlPJlGbRI4TSXiSCKhjY0kIUZo6IRNjQqsGl8r1OQkgZiTFNx6zQ8YSH9JaEiKoXDaw3hWWppCFV5ljIqWi80VJUixlgZTLVUplkDEjVWmTAccge8IlWyJPqbjUtSpNH7JCyJocS0UyhUCyoWzz/UCIfVkOpZJQEBkQPwbTHUHWSHzy+GMuM+d4fDP1EBM5lDdNmQXWWmQKCCTRe7QEfEYSQXiSSGRZChH5WIdtKl04m2RCiFRVRSVLfCzHUuH0LtP3fXkjD4HoQznJMyJFRGT1kyhalBmZJURZTvNKFT6tV/hxwFrLNHm6pizzTC5LSmRC1xX7/Yabq4Ghn0qqzUgqXQoVwZY33a4pix4tagQN3luynwjJkYVkf9hQ1QKjBd57VrpjOPTYYDlZzfnwyQ+KOC/tCWPisCleJ103RGep6obbm556XiOE5OryDu89280Ndpxo25ZKZ0TlIGnwBtISFw/YbaKtFywWC3Is7/eILVJPtEISnSLZsnmXKjHGiGigbpesVgsmu8E7iYj5E82uT8UJdLQHcloyDAcaWWG943DYULcRZE8/KrRITIOlaQJ3L25RujyeL9sz3nn4FYyUWDuSqszMBN546wGf+fwXcLJjP12zex6YLu/Y9RP2gw8gKJyzKOmpWsnjs3sc6j3nj0740XuvWC5fJ/hL/DDDuRVGKba3N3zuK4949z/cUOtAGAMyVMX1bWJZWOVADpmTh/fpZg31zPD6yUPOL+5z+eIJIY3FGGiqMhhci8oHRNWRciQjmIaR1XKFc5bhsC8bUZkL0VvMMHVAdR1NE9gfFOSKqm147eFnGXrLbgu6MuXqKWHYeSaVmM3K4qVqKkAdST4JAUxTROgakwTBTWWrm8NPdLxTgCrH41tR4YimLEh6IviAzJpKlu56rYpOudQUY2FxplQaSKZGxIRSx9NZCtRaYr0np7I4KlCPqXBKbTjaTBOoQAqCHEs9UCuFVDXeBRIRLWtC2BVVhA9HbJ0hMWCOX08+Qk3Ku2yJNgmhyDEQU0TmsmwKrgxOJwXalIhYyOHY6wfv90glCVEWKpUup0olij6mMRUx2XKa9uonWpGYyyl4MTcEW06vIYA+4vXC2DPrNCFqklIFPSdKawd1BJ+Q0FWEcPxc4ljLPQKdSzU2EKxCa4nNI5UxxOjJPqJ1VaynMTGFARdB3JUKaq0SQgfs6KjbCh/Kz0cCKpOQciKrjoPteXv9CJsk2Tt8KvXb+xf32QU4u3efly8+YrkOOF9g3cpoTLdgd33H6rUVOUguzs9omznrt89wtmd1smZ9uub50+d0pubeg/skN3A31jRtAyEhtCfLEZUalPElRjZp5ovTUjlOK6ah5+X2JYny/deyJsRMbRRjP3F+0jIMlvGQuX/WIFT1iWbXp+IEOrkttWlodI/Mia5uWM1rCI5+Z7H9AWc9WWQCGudHXO+ZS8FbX2z5nT/4c/7X/+W32R8slVa89njN7/3bb/G7//KbDLtXJA8HO7Df7vilr3yJOEDdtTRthQszct3xl+8949l7HlnVPPri60whktwpQkm+/B+9yeACU7C4vSFYR5gMV4e74nv3kU7PcYeE0pF21hypMpn5vGK1mJHxVI2maQUxOIwS6MpQt6q0ZvxApUDmgDGaYTjg3R0hOmKydDU0AmQeGYaRrlLsdopKSR6+1RDYE5zBWs/iVOPGAyLWuDGVzb1suXqxR+mm5BdFPNY5C9ZNCVNOWD6U99CQSFEzuRGtEpURSFUxuYhLAh9dobZHiT6eVnOOTJPDWYuQESUiulLFGKRAmYnGJKRwZAIpFQp9EbZptJY4PwIgVEZXsgT3synXeSFRQmIqCTngvYU8leFpJFFZJDUxFW0Fx+ZSTBk3eYIvp+8YM8F6QiyjwUVXoklJ4IMjhAGUAxXQRh2jUKEg5oI/LjwqojsONJ3wYUSq0sSyLuLcRPS60PtjptKaOgmMkKggOdwVfsFg98TksePAMAzkHAnOY8cRpQqkxUVHCp5+iqSskcIQQrF9iiBo6+IUCioQfBEDSinJWEJwaJOxsVRgs1LkFIje4aLjZP4G86YmpJ6YXnB91eNT4Rdo1ZWbilIl2ZATbrLstgeyznz86iXtSYMU5efBe0/IEy7uCGnD6uKCaDMq1rh0wOeEO0zUtSku9py5ud5xe73h2//hL9E14DOb6y1CjeyGLZvdKw6bidXFnGwqXI6EkFjMO3wYSXJPxvH82Uc439NvNtRdi+aEZtYgo6NhVlCWvtwEunZBRLM8rZjNTxllIET/iWbXp2KAGvGInDSDN+Xh3U9kIdHC0TQVutJAh0+WRVtTy5rWaKjmDJcT/V1kPyqknCAL3v/gfaRqCHpkd9Xz0fdecvd8w26z59vf/B63lxuSD5jZitlyBWKkWjkmFXj+vmMllohQlgNCCF5+/AG6ssgA3/72XxMYiUqwe3UDxrJc1YxxZH6ywDtFTo4weu4uDyhfNpeCzGazQecamQyTzYRpZLe/JVpHLedMo0Pocm2WKFwop0SqwN3esbEjNme890yTo9YWrT1GaJKrePb0kpwU/cZTNW0J/TtLLStOHrVQBcgeLQ3WuuNm2RFjxodAzAJVJZKMSAQ+9McMpSS6iI0DiIg5loeSKANEa33ExyWatlzPi19dHeNAoJWikl3JZhL/f16hCMeWT4yhXB9JGFNEdzlSxG6i0JNSyuQkkbJQ8kmgBaVzj0QoW96YTUblUKqLscSZlPRgIkkMSGmB45OJiMeQvMOoQFtXNE2Ju5BLprYyCnU80WutUTJQ1ZLKgBGC1tRkX4A2WmRMpRDCsugqFjOB0Ym6LeoVoQSmtlRd+bpTKgHvHytNYpIgHD6MEBwiOsg1OpQaaCGXUnxLMrC5GcrbbyhyvCzboo2JEqmgbeZkwpGH2ROzxSeLDyOjnZB5jhFrjLygtwMyCaSIeOtQQmNdXwhVMuJSS93NaNUKU0mef/AxNuXSWhMCN1kqWXF36zlZnaO7jl4WMyrA6Ha4OGLDyN32liAh4Dg9XeOtYxj3XF+95J23PouIkllXc+cv8ZOn1hrrDlS1RIkZSs2pzIwYJIvzFc7B8vyUnAdiPtAfJlTd4BNMfQA9EbLH9gfSFLh+euBue4kMB3STPtHs+lQM0BAvWS9bdJ4VuIVQ+L4Eiw+Hl0ipqLPEjXumg0dGwRd//jX29gXf/dEN9gBVEzld3uP2NiKt5su//Aa/+Y9+jTe++CaTDUiVmC0W9HgGORElmLpitFcY0VGbM7IPzLqG975/wzhFkC8xbcfm5YYvvP0Oh/0tv/S33+Ezj88QMpG8Onp6FLVJBBdxtkeKhrP7a2IKTDmSJoeQptT38og2EqUBKamrkuezYkCqQFcvEEYzDANaKtarGav1KV/87GuMQyZ4RXSSYAWIAoG4fuVwfihAEUypCFaFJVqYwIHD9kBbtcSki5s9S6Q0yFwxjR7dauoqYL3HxAZMIbAr2eDHAvbFyYJDy7koi7MqFUhh0LL898ZUyEpiTE0MHu+PJxMfcdYTQkCiiLYkANw0FhVFzNjRE3MuQJO9JfuMVuXdVaCOQzaToienMoSzkKgqI02BQUutj7ASWfKokjIcxdEH7xMmK3IUEKriXBeJfNzqhwj94EjeQSphejt5UgxMzhNCwtnSqiq/yCwplXfVROnD150qoj8pUNmipaJWClMJmhqUGmnVAq0FRjbk2JYERBDYUE5YkmM+N2sQNeiBqi7Q4uRHUsxMzuGOTx7ZO0KSPHrzlJo9OVmMlnRdhxsifkwEX35+UoBpK8hTiwgDs3nFNESMzAxbAQSigGQCpq6KQhpKcmNMZD9hw567uzvuv3aP2aIi0ReWKo5db0nR8/LF+0x2h552VCJidGLdzbCjQ9iK/TYQhluS9wyHDfv9FsuB5UnDfnfg5nbi5qbnjcfv0LUrbrYfkfDcbQ7YPJTT/5FtMJtXdLOaw+G2wHqiYzzYQqVKAdVU5CSABnGE4ygNi4UEsWJz23+i2fWpGKAxCXaHZ2gRSCETJotNHpsjy9UFwUuc8LTNimG4w8gt3bnmV/7el/kH/80vIZaOaZJM456+73n4zptcPnvB1/7Vt/jwvedMdsDeTTz67AP6vufew3tgMtcvXuHuNvzsL3yW1mhOzxak5GjnI4gtMRgePzpB1hd89933WHRLXnvwkO12xE+BujaY3HJxcUZXr0FYUhAgI845qkYhbHn3JjsMmuQk3gaczZANdp85W3RHhqTB54jwgFCk7Dn0IyIZDvuBi9UCKRz1rAZlSd4wjTUueFTb8oWfe4fD9g6RJXY6kFNARo3UuhgOkaQ8QToi46IjykIWsv2hwE2gbLmDp6pLLEnWkISlMhqjyj/9sEWIEuAWKSJFoUBFH45iNYtAUukKJQVCHZ1GsfiBsuDItdQFYCIFldLolI/tqEiivNkiLSFb8rFWGZwnlfoTUmbslHB9JLpCoPfe/yQHG0IkpwoXyhWtVPskyESSU+nTB4ihfOGCiBSR4CxZ+nIj0AnrHKbg7BE4BjsVx31lCHEkxoDW6lhi8KUpVimmANM0kqUokZsAIncImSEUcEngUK7rMZbsbIj4eCQ9yUQ6AlcmNxLICAUxWBqTEdHRtKbwZoXg1fMrgsioFnx07Pd3ON2jKkUKDi0T7axDGEdQDpcVPmSEmej7RDfTFIFoJvvCQEjJsQsWpTzKFGXw2I+cnTwiuYwdPMOh/FI2aglEZC3YbQaYeqwKCF0TQ9nOt92S0Q20c0UgELJlebHm7N6Cq+tnxV6QIkok2s7w7OmHODtw//5bzOdrbq63ZJeIYeKw23F2dkaKsN/docyEG0u64/XHF2ghccEX/qmMpWBhFKZpEUiyWpClYLnqPtHs+lQskUxc0ubIqDw+aHTWVF3ibhwgKoK7QdVrKtPihzuiqfnG7/0A7y3z05b1wzXjbY/kwHnn+fY3v4+oJKu55gfvvuT+w9cZxS276xsmP7HwM4ZhwE2KZrnmW//+6/S94LXPPGJ/cAxT4vWHpzz7+AnXlwP3H2WCn9MfEn/6u9/i8RsLfjRGhPGI1vPq+hKpzhhSR64iGYfUc4w0pdaXFOMQyLLESGzaY2L5hk0IYuz5uc99gacfvqDoLiEAQZRhK0hsp4l4pKlPvadddURXmiUpRJKXfPj9O1RTFguTjXS1JkqPNBo3OXwM5XTnh6PXqODjlDYQMpaMkKWySU7EKEjJE4LCp0ilIMQS96mqismX7KMmoFNVIMsiYoxCkpmCLcr2LJi1FSFaIBOyRedMCLr0rpUqJz3nCw8yC3ABrRRZGYbeloyloBgzK3OEOEeijRglCfKYk+wdyuhSDfSOymiEDoTeQxZMKVMJgzDgR1/Qh0CnDW4KoDM5C7LNiEqihcJoCxi0kKTsj8oTVQLzrsSSshSoJHA2kk1GBV3wdVqQrcANFpciAkFtMtvtgJlXgISoCgDbVESbaJQpsjgarJtI0RNioKlaYhAM/QFd1Yx2R1s3OA9CS0QKhOBLDMsntGhJMsKYkElgdI2LDjEpQsosa8PoPHNvGPsJkRVtUxfIjSgLNSES5Mis7vDCooQhSUmKEPWBQI11B+YLw36waEBHg04d8xNNjoGGGdEGlJJ08zkxOjaDYrSOt976DFfXL3jrwdvUuucL73yV/XTN+o23WJwM7HcDnZ6zPwwkMeH7nvOLU/w4oExVOvbuwPbWo2vPYnHKfr8nVzU/+uAVzbyBtmL07ifWAfo927xFyhnrhQE88/n6E82uT8UJtJ0lxiCoqsyyyqgk8SQ6kTEyce/eZ6hMxlSJwWmubwJ2v+fLX/0ZbjY9p3Vis33O4BT/xT/6hyQpSvMjKcJwR9fVLJdrwkESpSapmmQj7RrqZsb84gHLk3tcvxx5dfmCz3/5M8zXay5OP8/Vsy113TDZgZhgY7eEpkKpgBsTnXyNN968T2dmdHVm1Z5SSUUrEi54ulnDGAZqnVHCkoQ7NmXAVJKTZY0wLc+f3BDEiJCuvLURmesGgyaLsgE9Wa351b/9q0QJaYTsRbEsxoxMHVkcyrsjvvSJsyOLETEeqEzJLS5ag1aSpqkJoahfc3Q0XYUMCQUEPMYcT67GQPLMKo3WiaZJtDVoIagL3wiFIuQAMpFNLkoIBIt1Q9MZTs8WeF+iQEpnCBKlNUmU2iUpE/J05Lt6TG2wyeGyL08ZSiJTgZyoBNGOZI6O9Bx/enojYhqFIOK8xU493k1M+0jbmZ88ZyRZ/v9E5ZEotJKFGyAzs3qOSBk9S0gV8XlgdAKbAofDFnFcvhXGqEMjii4jBrKI6CagTCLrgRwifspEPZKr6Yhri8RwYD6H1cJgpGXeBc6WDYsqs2oSszZQG6i6niwdMShiVjibylBWhnGYELLFYxC6SOgSkRTqQsayVXnCiZH9YHEp45xDRolSEXH8pZ6y5Wa8xFQL7vpXbHc3xDjSdhqpLSkkAooYJoRvkWimYSBOgRQVNzc3mLpjHC2NLHuDoCJNK9CpgVQgMehiPR3jBirP+mHFa59Zc3l5iQiSYbjm5nbg5OKEBxdvcvXykskeirajqkoLLQXa5QmTG5mdLDDGYOQMYkVTe9p6hrWeoC1311uU0QThUO6ndK3OSJLW+Fgz604Z+kDbnjH0f4O78CTBsOup5JKkFH18Tp2h6gSrkyU5D9RN4OWLLd6NNLVndf+U73/vihQNL97b0BoIKvEv/uW/RhiD1pLb3ZZxL3j/u9/iZnfHV3/ti8zrGW+99pjaVGwuN7z68CXXP3zO7csfkszIz3/lba4++pi3H7/Fs8un/ON/8htcfnDDr/7qr+LDyHy25nbzAXJ+Q1dJfv7L99jcDIhWkmKp+w1jxouyEb++3RWnkVQlrqIitW4wCnIc6RYVox243j+hrmZYK9gNFp0tksjDt+5z++IWkRs21zf84b/9UzQFFze4gX66AzWhO8EUNcM04kOiaWakGBknh6cpWgspGZxnvtD0hzsqU7anAHUN1RyqOmJEKH11O+L8gKkyIR6O+b8f494msnZISkpAqoTBUslI9hPeOba3A9N0x+buBl1ZnO/x3hLCxH4aEHGibikn9lgGa1UD2ReXjoF2JjBGFANm0xKIUAWULE8oUiYG3xdHkIjlmhscWWbaziCkR8mJ3W7HFGLJlYaRlB1Nq9CVJebAGCakTGzHLUJaiCU+FZNHSldoR0oTQqJSkqaV5OCxec/odvg8FhSc0MTkyC4g4oRM5VlK+Bq7d/jJk4VkcJHDfkJrTfCSyU8chpEpjIwWnB+woyQ4VTifqYT9gx/xofTDAaKdyEGQQ6RpaiojETLQzijXGG8Y7EAKU1lOasHYF4q+SyNutOho+Pjp+2i5YLFcMz9VR1pYjRAKFY8qZEpK4OryGS5NhJDLE0wo0BafSwNpGrdYP+HShqC26CqDC7gQ0EejQVMFxv3AYjmjmnf4IaPMkutnlwUsHcpp+7XX76N0ZtZ2HPaeRntOTxvurg/cbV/hveXq+pamPWO/2bDf79leKVazFcJHJBUZW7LVJjN6V8DUUhH8gdlsxmQP+BQ/0ej6VAxQPyYePn6An/aMB8+91etkGVgtHvHs2TPs3rG90SAUp2dz2mbBr/29XyDrPUopbg+Sf/JP/yvunXesTxXRCYItcrK6k5yfn2NkzdMPnvHo3gUyBTb9htvbOwYkwwHWJw/AZn707nNefHDJ5u6S01XHy48vSVLx//zu71HVgosHa5ytyU1Gzyq+9vVv0IrMeCh/cV1wJDzBWRplih9duNKTjpC8LLf0rOi6hql3pFQjRSGE90Mg+ooQNMO44/LjS5oZRBJdN+f0Yo5SLbN54DOvP2Jh1mg1I04BGSkKCTwwoFWFkQtyGqmqgIw9VZNwwXF+MkfGjBY1806THOAL03K1WBOJpaFSFRitEIqq0qTgcTnigmfYH5hCOVnudmUQTy6VDrKMuGDRGJzPRN8wq5foXDzqtdQ02uCnsbRqZCG4j4cRNx3IuOPnyQTryDGx3x4QyZODIYSEIJCjJWVPSI5pTPjp2J13e6bDBNYTKH9erSi3kaolpcA4BGIo8ZwYI0JmKjWhtCSLmpjskQxVsIIpeJwLxGSZ+qJPJkiSF9g+Mk5bBmdLdEyKojZOgZATUjm6tmY2r5EUXmbygXEcS37USNoZtJ2hnQukWUA6UFee1aKhrnTx2GeNEoHgPCJnmlZjWji5mEMqQry2WmCHgsQb3R5japQ6UrucY5om3BiJUyYSiLlBmxVB9CyWmS//zDtoodFVxE4enzKVrgFNd2L5u7/+C2hgGuyRbpVou5LzbJqOuiv+J5HnmHyBzi3CCExTkUKmnTVEKrTU2HGiqjOTF5yeLbndb9jt94zTjrox3F4N2N5y6O/IcShKnT4hKyC3nCwfYtSSm7sN0nR4q3nw2jmVmYGMR8ngsfEVC0zmMERkchyGHhcT19e3fMIU06djgJ6dSO7unhPTxP11RdMpQvDc3r7gZN7h3YDze+x+T3IwW8z57d/+Y/pbTwqRqpXMpeHB43Nu955Zp/Ex0cqWkAutfTf29P3A1YsXvPvdv+bNN99kub7gbDVD1UXnygTUNef3LhDC8uGzV3zj00wlAAAgAElEQVTjve+UyI2fka3nZLUmjWt2PxAsm4r//B//fap6hhKa7b4sA2R25S23rVnOF+xHS7KJ+w8eAJlFp2ibQF0XCVnyEqNrjElUVWB1Zkix+GH2hwE7am5u93g8V1dXKD1y6CVP3r+kbhMiOWKa6GaGxXLFfHZGqxuWM4M2nl0/kJKh6hYF3OsbYirSs3mrWS1nLM5n6EbS1Bnrd1SyINpiGKkrRdcYsvW889m3iTFA1rR1h04JFROtDqQE2kgmu0OEia6TGNXQKItzju2h8CuFEAxT5jBGvE3IULbi2/0NKEkMhmGXmXzAoAm+tICkBB8HrNvjXWQYJrIUSJ+RAYiJSkpSSthwpO4bTU4J6ydsHNltRw4+F8e60wRb3jOVETg3MfqEjY5s9/hhohblJKqUIIhM9K6Iz8aInTLJZlJwhYglQMZCSrrZ7IkZYg5FdxwN/TDRH2yJHGVJTg4lZOFlkhBR0W9HZCo20MY02APoANNQ0glSFD/TvQc1bVO4rioZpr0lqpJz9dYBicOhGFuHYUcWuig8asX8tKHuVAFshMjLq+do4Tg7O+Hx49f52jfeY7Pz9H2PUp6mKfyD5VpgVGa/73nrnXtICYfJMmaYbGQcdgRnmbUdy/kJIltEBhssUYB3AVXX7LYWosbIhrabM+/usV4t2F73dG2DIHH+2us0bYvRNaPzaNGg64bVyQV2mjjs9vTjga9/449x8ob1SYeUFQjPrDvlMG1puiUcG28pOZTIyJjp9Jw4aaIN9PaWt99+m+ZvMlB5P+xpVc28WXCz60nTxLJrWXYlzpDThDIVOSYOU2DoNyglaRZdofuM8C/+99/nT//Ndwo8YhKQBaqVZBV58vKWftzy5IMn5BpkVfO9bz3jsN2hDcQsUX5C6mvun98jx4a3Xv8Cn/3C51lwghgCZ8sTQm/4+KOnfPTRx9z1FqEzty92bKYenxO/9Vu/xn4/gFiQRcBQYadAToIcAp2IzDsYdweqyjA4z2R3BHtguaxJ0SFzAznSdBlpFHVTqOuCQuiez5dUVUVtNCcXaypThpbKkMXA2Dt219cYLeiHO2oteP30hEokZHBoIY+QDU8UnpQc+82BzfUNbVdOCMIGDkOPzCVm4w9ToRZViucfP6ESFVIGukaxnNfkDFpoJj8go8CYGrIgDZbRDjgriHjS2LOaK/LkqEy5GiMjQnq8GKlmbaloxhFJRBMZpi1JOLyYSuVRgFGJxHj0G0V8qrEuEkUhj4dppJIKkRNTH/GTJUWJSZBshLwvMI28ZwoHNttbyIZgAyJkfK/YbXtszoTsGfuBfNyEu1Dwc7OFZnfoybpEmkK0TB4mvyfEiXurE/rpgNSRKBNTuCPGEWstgx+JMmJ9wPnIEEcO44G6kszXDWOYGMY9Q7RUS8Vtv2e+dsw6xXLV8uBUIWwg5wmlLF1TfD+1ErTdHExEqpqmOiEnQ1WtS3xMlwWjc44YE0aUVEKjyvPA7fM9/+7Pvo21FmcT1BGhFTFJKlMz7BPZzvj4Sc/X/uK7TGPg7OwEd9jx8uOPERUQYRgnohnIKrDd36FNg0qSaF1hu2aPSh6yoao13bwArPvxGqlrmkXH5mrL0EeyKobOu8MWYwy3m2sSBZoiXeTR/TXLesXmekMKA0YtefbqPepZzc3NFTp7siga59I9lgz2DjkrTzKL+pzNZsPN/voTza5PxQD90i9+CZsct5sr8rDHh8Dtbk9tGk5PWhaLBa9eXpEqz0xqzGwG3rCoMvfOa2Q3wFxxdn9Npi1vUDIT04RRCWUyDx6esbx/wt2tx/lAricevvaYp7cbXITDdiIEzc32kqQy/9fv/GtmQjAMA7IuKoGqm3HYTxjdkENR/n7ra+/Sigwhctht6Q8WISKtgIO7BQW0Ek9gdb5CVxX3H54yjo54sGSnaeYzVjPD/fWCn/n866Q8MlsIpEqlby0hI4sxs+4KUIPiA5eyosoBZUxp37iJxWKB0RUmi6KdaCRCFaWEzpFOB2olaaua5WyNqIpjPU4TMgPS0LaGk/M1KIGaK0J2GAKHKRCn/4+6N+m1LsvvtJ619lq73/u0t+/eLvqMdGQ6nXZmUuWmylWyXRiMRIkRAoHEAMYMUcCHYIAYUINCRSMkq2SkksAgXJbLbWRkRGT4jbe7fXP6c/bZfcdgvzJjpxik9xe40tW9/73X+v9+z1OgVcE2KSlK3YEsbIklFWkR0daQ5yUYCqMysGzFIBxhWR5JFGNZLaKuMISLVgZSN11essppK4XtaMJ+je12bnnPtHGVQGpJWTQYwkRUELo2NC2WlaNUjjJyLLNAmQZSNGitSbM1SmRoWXd+IlIc00NLA89VmI2Fr31kkWGrDmxtGQ17uyNMy8CUBn7PZtDzsVWLbTf0hxZ11eA4Na4LWgkC28VSLVoJ2jKnaHM8aaJFgytbDENjuQM8VxGaBrZhoiwDx1aM+wM03bJFixajqDBNk+1mi2VkHB96WFjYjoHlGtRKYPk2g1HAeDTAMT0CyyG0NKLKkI3EURviZEL1tkQgZIMSNhqNMqxuiy4ayqZbrjVtS9m0SMuhbCEtQAkT2TbYymEdP5DmCbezBdu0RGgbr29yf3/JxeWMb3/ne5hSohyDLIkQdYnvuAyckCzbdNVeAa0sSFKFNDQFG7K44ub8oTOeaoVla5oMalFi2l0SYLuKO9h4WZOWmw4s0wr2Ds9IiwBluAhhUwmLrMjRwuT28p7TnSNabdLWJWULtWxojBptW+hKkSYldZUjjYqjg+OfaXb9XAzQP/u/vsKyh9iBRy1tzr+ZsR/usUlzlluDvHQYhj2a2uD4LKDKAJWxiGP6lsaSClMFNBUoUeAYFqrVqBrqssCyWkxpoA3NwX4f2VqcnO4jVU4oIIlmGGbL3v4z6mjLeLCDNDRZnPDm629AW2hXI+qSwWDcIdxUjRQt7kAhXbCsgNdfvsL3Op1y3LZs1wVNXqFLlzSBNI1RWlJkKZ7nsNk0BD2D8WGPyWTBYpKTLWa0eUldtmwXBcNRgKsajDJHNRBvIgQ5NC1OqN4uZXxUDgPTwXUMWl0jVPs3y4e2qCmLHFspKi27L0YaLARFXeDbDpbQGC1vBXZgtibTu3vKdINooSoskg3IqmEwsKgrcFwo8yVKNehGUBQ2WZq/HY6dLrgSJaJWRKt7pIY0ExS1xNK6Q+u1TUfAEgosjevXNJTQ6LcvQGh1RdNW2IZB4LlIKqSEdZyQtzVNVWOgUE3ndhK0NEWn++gN+l02sTVoWwtLGdRFShpn5GWNZUOVbyiqpgNw5AVZ1S2EVNm9wOJtwXYT0ZQNluGSxxvyPKfn98iyjP4owPQskizFaLumUp5mFKKkrgQZnVQuT9IOV1g2mAZ4sqGpSh7uJyjVxcfypJPylUnGMHTxzZAkylCioC0ryBJsIfCE4GA0wmwbzKbEFDWtLHEdzXa7ZZF0+l7L1CgMqlJ0Gu4GmqJGGjVSpDiOoEUhjboL6dedybMpM0gbqgTW25gkMxFNiGj9txI8WK8yBr1D0iLms8+/JFcJ6/UUy/FxdMgmTlCBgTZCjLZD8ynh4vk2601OP+xjaxOhSqo0p627r8R+f4hleMTLhrptibOcMs8p8ooi76hMUVSTbNd4ocFytcbRiipJ8d2QvKhQpibJFkhlIqg6K2dZoxCYSmI7ip7jEa3WxElC1fwdtnKGewHResKTpx9RK0Xr5JgGNHmM2xNc3lzTtiWOa/Lo2XtYNAwczXc/fI/rKMZ4Gz052n/Mzs6YSqUIVVOpnJ2DYwI3wA9sNllGEqdYTkNR5RRpRm844NkHz2hEw3b5wLZpmTzMqEtNb7DPRx8+wyCjziqiOOH58+fQVgx8H9dyEbVFW7W0OuLr8ztMy8N0FK5ngW6YbCbMtzOKosCwDUwH0rZgsZijVYFnmWzvpli+SW2krJYpB+NdbBVw9vQZhnYxrD5hz6HneAzNFrPOUU2OVeeEts18eUkrEtZRhBAC1XY1xs1ig++a7O70sJVB6Gt8VVOXEciccGDTVBlFGRMlMVmWYFuatkrJmwzLtnHDHlVWolTK7plPbSTMVhFh2EeUNa4XYFkWZV3hByk7u2OqpsQQgt3dIZ5v0hoFg/GQMk9x3ZJ+YHYLEaMAQ1I1EsoGsxXE6y1NJSizknybACCKmnRdspjH3aItrxiNRriGRlYV1JAmJXGWkycpeZnRqIymjqmKkjhZdZtpp8XybeKiu/fsQM0Nht0tWITMMESDoRVRtmWZbLG9kDhK2CQZTV0QVwXK8jHIWS62lNuKi+spm3WKkDZ5JSjSnLZqSbddZrSIBLPpEstpWC+XbJIl97M5SSGYLZb4Xp91ljObrinakqIuyMuGJK0w+4KiKMmFZBNtWa5LVmnBqsx59eqO+SrnfpZyO1mzWeXM5hFOqAhCn9DR7ISS3V2bYc/Gd60u12l0zjFDqC63KjsWrOXrt0bQEqkkSdWQNjmmYSObkrzYkqXrjscJNEVFlm8whUES32NvTcaDIUFPEyc5Yz9A5gatkdKKFqVMkiRDOw2hL8nyCNOzGe7uY/csRNt5ti6vXnfVV7PCsQVVmWKorgDRUqHNlrTKCfua47MQQ9ZEaUZr5MTphDLVlKqkbE3SPANhde0516RCUDWSxXZL47TMljM82/n/iF9/y+fnYoD6vsvBzi5fffZnhIHBo0ePmMyvqRC8eT7F0C7LqAPA/svf/0PKVcPOaJeb6wkmEkdDU1csFzfc3z+QV4K60RzvnjJbrjGkTRaX7Ax6uCM4PtvvNsK02K4FGNS1RdvYHOwNqWWCFil39xeUKLKiw75t8xTqhqou0J5Bg8bUIbXQLO8TFqs1ShoUeUyyWiANKIoMw+xqd2lSvbUe1ugKAtsnq3P8sc/ucEAv8FCmQ1UW+J5NvpmQrWJknRFFa5RrInSN5ZnsHZyQ1QbaDBiODpGW2wEnm04nPN8mjPcOiLYZs8mctm5YrJbkmY1oHeq2Ik8FjuMxGozZ2x3j2gHrdUTdSDQNrguh7+O7HkIIFvcRSrsYWrJarKnrmmizIks6tXObN2TrLa5noLRkNV0Tr2LSaMPsbgLUhH6Psuy22UrqTndclzSii+YordGioWkrPMdHSsl0XhLsuJiWYLVaUZY5RZaQVgVSGUijIQgCxv0eUb7GUQ6g2OYxvmt1d8SGwXK9Iku3OLZBU2U0RYrUYJsmVVmTZCVFtsVVLkbbsDPok6dbhgMHS3WheMoNZZ4w3DshHFq4Q4VlSFwtupOCaAl9H1SNaQmS7RxDdQrndJOgtSSwA1ynh61tALbJlLbo7pFFC6NwyLtPD7G0yfo2wnJtVN3gOjajYUiWFrRCYZkmiIraann6wRm9gUldlyynKUoWxHFEkQt6poPRVgwHAyqZd8ldbXaZWQlto7BVwMAfIoVCKIk2RWcwaCwacqqqI+07jkdZtAjhdIrtuuLjTz5mOBxx9bDCdgSz5YJtvCQutgReVyYp6hiMglo0RIsYyxog8YjjhM00whAGrucwn08BcAKDRZSysztiNBrieR5p1lBmgqrO6YWK2fqKIss5eTwi6CmKvME2+2BElHGM7bmo0qAqu4ZXWXTm17ro0gxVLegPBwhhdIvKn+H5uRigNzfXpNECz7P50fe/j68lmZBM7zaY2iaOY5omwxQmoR+SmRYXdzcsN0mXLysqWlG9BfZmtGWBNhvKNMF2NFkekeY5w0EPR3odI9JoSFtBawokAt8zcQILVRuIwqHMBLY5YrWq0cImbSrW0YZtXuHbGtNU5GVMLWI0kkamhK7PNk0ohEBoE9txaFoTSXdk3aznJOsEx3S52czQgY3GpElKzl+9Js869NtivWIeLdkWCUHo4PVcjg6O8W2HqlIsp5Lri2ui+dtOOwZ5vGE47mHImuVySRtXWKaBY3sI5XR1UllTNytstyHZNJTlhtvrV7ieYBC4yKbFsiWDfkjdGETLhtcvLlht5tjaI04WqFpSbVMMoyUr8r8huitTU7QF41GvIwIZYJhgug626zAYhijVsFotaNvu50idEQQeVZFgaUErO20HNG97ywltUxF4LVWcIWWniDZNm/Vy05GZZEoaJ9TtirJZMwz65HmXVzQag3k0w9Ihi2UOrUXTSiy715UZpEAJRRSnZFmGZ5p/w1XImobpZIFSJvPlEtPWGBqkFkRxwWJ6S7zJyNIuVbDNcuq6pswalskDntf5gWzTJY7jzpgp3mqdRY0pG8oy4nB/D2W8NWoaJVVe87CY8PryijzbsGoLsqoiLVKEKsmajF5oYjQNjt0Q2JKho0iWD1RxzWjH52jk0CQlxwd9ZFNzs7zFDyzWmym2lGgpMIyWKFrSNiB1g2ObzOMMx7XQoiFNSgxl4XiKKq/RyqIpTNK4oT8cQVsTxVvW6wV3NxfcXF1im3B9s6Jcb6BOqJoK7doUmYFj+hR5jaEkliFYLaeUyQZR1LRUrFddvz/0BzR5TVU2yDrnz//ix4x3PaqiZjy0qJsUITW25dFUFudfPPDimwsW61uCgWY9n1DXiulFSlpsaI2Wpq46xkZVUzWCthUU2YIyiagqRb7dMp9tfqbZ9XMxQEd9l/OHe2zd5+bmDqEFB+N9lllMXW2RRgeAXcxXlGmLsnM2sYnrBxwcDjGVRZbWGFgYuts+iqZmuo2ZTyeYsmUyfwBZU7WK4eEuRZpQZzW6CqjLDGFIomjFZnqF7VWI1qVpc04f7VBUEUnSBZvDwMHzbahqDvePuiPiYsHxcMTjg5Df+NX30LlmuZYMHAfdNlRlhlKSXn9MWRkox+Gjd97h7v4arUwWccxwOEBbFWW9wLFNhqHPL37vE0yzpj9QuL6N40qCgeKdj0OOHoeMdiSr9YzBKMEfmdzfT3AsA9WWvPf+s7cOpArXkrx5fQ2ND8qkKBtqEWMoh8HggK+/fsHr80uyIqUtaqJVynbTKThsRzEaHlAZG3r9PYJhizBdHu5XSHR3V2iZbKKYqoaH2RxBRRi4Xd5V1OzvjNms5yjlIpVBtE0whEtVGixnS3rhqFs8FQltm2Nog6zMaFqFMN4uYGwTqUMM28RxWvyeiWxyhNDYjiZPG6oMqqLA8b3OECorxt4OtmPg+BWtLinK7G2LSZIXkvU2xjRtQt/DtA3sULFdbfFMyXo5I89zDsaHFFm3zR+Ox4xHNm1dYci2c9LXJaFr4fYC/L6i5wyI45hB4NLUJYiGIHQxPYuybNG2RVanGLZBnKzxLI2pc2zHR9ldtXW7jCnyBh3H7Po+um3pWUOMssHCJl3HtNKiqHJaoNcfYWkT1Uoa3dDrFziOQ1nXxJuS2TzGsT2aQiGVppE58VqhpMCtJZfnb9jzNLqFfj/k5GyM7yvqtMEMTKo25+R0n6xYYpomQc9H64C2UUyWc8LBLnUruL2Ys14W2OYALT3irOO4pnkCokG2DWnZkaySXFKKkn4/7JB+VY3jWMRxilQenufg2hZxHLHOt0zvbvm1X/sl5vcFxabl/iFDuBZuoAl8m2Fvh+12i2eZvPvBu28Nt4JWNJhaYluqu6IRkrLUuK6DoRLQBoNB72eaXcann376/+Mo/NmeP/jf//mnZutQFQmNIdnGEXc3G9bzCmGYiLaFtotTdIg1hZAmgd/SasVimbCzP6BKcxrDIKBi73hEXiWYreLgeMyw32e1WSEQlFmOtj3yvGI4HiGaDqZrqBphONxc3uF6DoNBj2g1Z7nZYlo17z4ZU5YNTZtjSJvtdoplmBRJytHBAS8ur9FCMwz7nO4GpGnCJ9/5gPurG2RToRFMl9ccjELef/oOVblFURN6GlkKHO1we7Fgd3TMfLZh3Jdsohl5BrcPE5aTFYcH+3z2Z18QOAFF0YCxIXT2UEXNcp1hmzZSwGQ+w/csZFlRiZKTkxFVVqFU3R0j/T7z+QzHtQisHg+TKf1wSLReM9jrgSyo2hQBGI1Ga4e8jHj//Q95df6Gs5MRWZ6hpEFVpRyfnlAVOaam428WLbYt0Zbi+vKGNBMMRh5S5vSHPe6nD0jHxHYddnd3yPMUmoZok+H5MN47paJkNpmgTYVUztsY0QrVShzLo0gSahriKMPSirqtMG3Ntow5OT7AcxVFkVGWDZIaTwuePvuIi1fn0BR4rsLzNcNBHykFqiw4frZLtCpI05id3gCEoMwiSmHQNjVRvqasuiWf5yks08X1LRAtm8WGLM/wPAslW6SQvLm5Ym+4T5UJ4ijCMi2abIWUDuRZt43OutxzWxUIoSnLliCQjIYjirKmkhVlUdNISZql5G2MNgPyJMbxrc4kkBb0+z55lTMaHXB/PeNwN0AaXRKgb2pMapomZzTy2R0fMQ5MnpztsTvsMTrs4bsubk8iFTSNYjK7wxIp/SAkSld8+Ml7PD47pWo3BP4A11NsNgmmEmhb871PvoPhCpS2CQd7rNdbLl++YBMVYCgQklZm2LZJUwl6PZ+qTmhagalcyrzANBSWtmhExrAXMptvMR2bZFXjhB5ffXHO/onP7e2ax09P2W5jZNqwWdVc30xx3RBlwWh3h8vXD1RthVQd6Fx0ogcaUSKkiVaC0biHadrYrsXv/t5/9F//bWfXz8UXaDRPaQ2T21nOarXBcFqm0YpW5uRFQt2WWK5CagWGomkahEhxfJs06y7+401MbaT88FsfEFeSy/MpstK0VGw2DeFoF8cds91u2G4iXr54zXIT8eL5X+P0fFbbBMPoIYXF3nAfN/DJ4oy6iMnzFI1FXhsM/JBBf0RdSPzW4dHhMWePn3J5dcXZwRlVJpjOZtzfTxiMTK5eXtJUFg/XU0wTRmaP9brkzfMr2tgk2ubQauKyZLpe8/idfcxAo2XNel5w/maOkaYcj0e4psNksuL08DFCWoS2SZt5VDVMVym90OX2fsL19TWL+YQ82ZCn3R2o0UjcnqaMS9YPa9bTmHG/k97lbcruaY/FekF/MCKPYhxDM7RCDk48onKOqHMcy+Czf/OX7HoWhjBxXRfL1ni2w3p5z9HRiKop2T2wKcuUtm6JoxXjwyHj/d5belFAtIlRrUSXCiFKLs9fvT1l1Ahjy+Qhg2qNyHMCf4ypFWW2pCoSVGvgKAfVtkhHYjuC3Z0+iAIhFYN+wCgwubu+wbZ6uK6JaXag47bVfP3V5wwGDnWTUZYCLR2i1Yp8vaH2LbJthudKDKv7cmqNlnW85dmjHebrFYHykKUgWkY83EVEmzlvnl/TthCECkcolFIslhuSfMN3fuFDzo4HjPotjqsIfU2/t4M2alZJynA4ZP+RQ5ZtGe8MMM0G3+2O9NPpFG0p2rZhvDtClmsCx2Yn6HM0dPD9FqUFbSPZPdlhsbrBtjXrxQ3HZ7ssNyVVXnDyaMSm2HDy7Jgg8Hi4nfLo6IS6rllHMXebBW0l0IWgHwa8d/iUZDXhWx8/5eDggGcfH/Lx0wOu31ywTdasFilxMqcoo+4lbWgcwyJN1jx+fEDPc1kuJvhBj/kyp24bLC0QVUNbtQhRo92kQ8rVGkP65PGS2eQehEcFiKYL+m9WM4pNjRB5Fx2sctI05Xd+7zcJfJvAsdBmyGabYzsueV2SJjWOb6GtBml0cB71to1U1CmiEVhakazWbLc1X/3kBTu7Rz/T7Pq5GKCuY5LnKY/3d2iaiG++vCRLCoTRhd4babKOunukQhiYps1oHJLkOVnaYJsWviUJTYe/+PwzDvZDXM9g2zSsk4pkHaHf+rAdxyPb1rzz5AgnkBwM+mRpTZlUpGWN4WsaxyBNVuRVyarIOdk/5ZPvPmN6O0EaDUUU0bMz1tWW5y9vyLKE3mjEZjEnoebgaIgfOiQbxWz+gKFa/PGAh+t7HNtFGjXeWIKpaLOWdJVzNOpD2hDnCYvFNUpkrLYxpnAI9nc5v7jD9U2mkwn3kzdIWZBmG9597wmh22IZClFXHA1HjI/G7B/vU5YGSikOjvZ58+YNdbpmMAjIyhRl1Cw3sw4A3AqcashuT+M4a7QJtqP48JNnrCYlWjpkecJOz+PkZIRjw83Fa9qmYW80YLXYcPv6hm+enxP4LqYUeL5L1Ww4OzmlyirKpOMtChrqshsQLQV5XCGEpKoLbClx7AGObXa/a13x0buPacuEnm/T80uCQIPRsopzsmTNepF2ZYiiRoiM+6t76rxmNNR4dozWmrwSVJsK21IEhkbIDEv30U5MXces1lucoCFoBH/95Rvm6xW+N6LFpEgqdkb7pDH8w1/7B13eE4fDgxNMo+Tg8SOOd/YxiwZfAFVJFlcc7+7jGh5tDX/6x/8axy/pe73u5aEk8+slH7z7hHffeUT80NLv25RVB6M+PNxnudiyvzdmaJuErSJLljz56EP2XEWRrUmiBQNjjGsaDII+5y+nyMYljqYUaUMULbHsjMCuSVc5Z6enrJcl2vM4PTng4vWLrp5ZwyN/B5INsmeg6hwlK46Oxzy8usANbK6fL5ksCpLthNViimsI5jcThlbAx0+P+eSj93DMilpE3N3OOXyySxBoZLTAtSSO01IXJVVRYpsWALbqY7oNw90jRJMyn0qibYWlSuY3E37/X/4BjmnzS3/vHZbpJVlZMNqXPDs7YLNM+J//p39Gk1bk8ZZltmF3f4ynPKzWJakSfNfusHZvZYJV3ZKXJdQGraHIRcre0QlSpZw9OcF0fjalx8/FEf5/+Wf/3afT1QM6MJlMStZRjmgUBYI6LwkdB0lLWXbACGHnHO0HpOuatGhIi4y6zdgfHbFNCqIowx+MKJoKE01v4GMpjWE7XF6fEw4CKjI+fO8jrq+neANNVmypywLPlUjVYzVJMEWKawVYPty9XvGtj55StzX94YhouWF6u8ELHaJoQxKtqS2JzGPKssQzfSaTOTujPm2a8ejJM16+vEPS8OjJCRdvXqFaSRB0LiQhbLAaTK1J0whT+4S9GtN0qZKMd+u96AYAACAASURBVD465W6ywNCazSZGFi1ur8fF9R03N1NsS5GXJWmeYBkeRdzieS7rTcb0/JzHj/cwjZD7hwWu55GUBWEY0Hcr8rghKa+QXs3Vmw1plpNnEcl6jSEMpCrIs4zd4zHb7Zqq7hxNO3sh09mas2cnKCnY3T8kK0uurxZoy8RzBS+/uULWMU3jslxN2Bn3aUVK2xSc7DlUpcB2WpaLhH6wS9NodvZs4jglCIaslwsMQ6MNg34QoDFYrreEQR9pZAxCjzKTSG1iGS2WmdMiMNqA26s3nJ6esJxecn8/YSccsypizo7eJUvu+dHf/wf88R99jmm7hP6Qh/sHxuMQ2xDIVrCzP0aZitV8gahSHmZTPMcncD20JUnyFpEV9A8cvv7mC6JlTtgbM58uoSwQTk1tCHzpU+QNJ6dPWSwXVFVKqwyOxiNevTzHtQySuqIfhOTbjCTfYGrNqD/E9X2aukGKlvnNjNbxSRIwlIETuHz54+f8wifvMF9sMMyWMipJ8gqtu7v6w4OnFEnKfJnQtgXVKmbxsMTzDBbRgqene8y3G4ShWW4eoO0MEA/zGXbfp2+7NFIg6oL9p6fYpsP+cIRqJW0RIVXC9H5F2BvSbiscR1HOJlzfP3B2+pQvvnqJMDQtGqEVpm4RQmMYZgdviRbEyYbZ9YZw5JFma+KkQkiTg5MdPv/xT3l6doohararFaOTI8o8Z9TbZz2fMd+UuKbFcDhmOrsjzwvCfsiHTz7kz//ix7RGg6wENBVC1EhhoIVgfzzC6XUqk+vXU8aDAb/1b/8HfzeP8K5nsN8bMhjvs41jlHaQQmMqhW1LGtEpD4QsMQzN0B+yWJVMNyX1Wy+Mkh7bdEktBH5gMVtMaZqEdZpiGQZFmWDIjF4Qslnn5FnL/WzGarnAoCXPW+oWpvMSQ6c8/fgJi03Fk2cHiFXG8SObr58/Z3zY5/rNC9K24r/4L/9zTKOiLrr4UtDCYNzj/XcfcTeb4Bs1p4c9vFHF7d2XhL7DaLTD69d/TU/bzG7vyMoNRZGh1QqRrdDkDHtjeqFClCUP1xdUVcV6vqFnphz0A1TdEng+l6/OqdKKx0/eZRulhKHi8LiH8nKswGCwb3P2/gj7YMBsZZBkkkZqqkrx3vunrKcTwmGPWi5QKqRNNGeP9jnc32N/fEyNpkKglWTvsMft6wmzqykXb2ZYyqPYNlRJzOzumrbKyKMFUNEfaEJfsbjZsjcO+fDj97DtFNmarGZzZN7S1CbCHhAtIqrCpG1rlF2iwwrtuDQ1JIsF6yjm8uaSdbxhsixYRDFClnz00RFl6TAa7mNKA7KETZRgmR6tUGzzGX5wwPXrO8qo4ukHH7GMt+zt7DKZ3nD66IxXn/9pp8yoElbTaz789hlxrsgahWNa2FXO9fkFVRKTJglVnLCcTtjEG+LlksE4pI5XvHh+TytdfvAbv8oimhEMe3iBz+XzCavbNWkref5mQlHGTO821K3Lyf4pr8+vqNuGtNpy8/KO2XTBfLGlLC2KQpGXa755fsnDwy0Xb7r68t64h2PVOMOQebTk6GiHF99co0UDVfc33LSS4/1dfvLZ11zf3xBnLUmyZXZ7T2NJdh4NyBuwhOZh1ZGq8qJCCgsZjrmaLWkqi17QBwmuLxn2fap1zu4g5PnXn7N7OCJtMnJKDDPmF3/xIzLT4vxqxu1qyXgYcHk3w/QcDGFTthnCamgy0FIT+BppNFgo2lKxTLb4oSbeVvihhXbh//g//x+OD55w+7Agig2EFXD+5obbl5dk6ZJ1WuI6BmX7wHJ1j7IUtm1iY/AXf/JHtMqlbTVpXdI0ULWd/0qYkkWUMn9IOOgd8sknj9Cq+Jlm18/FF+gf/t//46dFmfGTH18gpegUqLKibmtc20SWkJcZhjBRZk1/4JJtK9o84+mjE+6XK/LGoKpbyipiWzQYbUstDIoiw3cEp8dnCCX4kz/5jJ4zpio3OKbFcH+H9TLj5YsXHPT3qKqCshR4geTX/61f5ebunFQpitmWx9/6FtHtLb/2O7/F4n7Fi69/zOXta/KiIegFFFGOacP15QzLB20sEGbBduEwDHY5f/M1O2MXLU1M1+fo0SGTiynvv/cuL998jaUtxjsh601Mts2xvDGG3SJLk7qJWS+2mFrijkKOHz2hKdeM+gcURQl1hqt8NouIYS/k4GjEZHZDct/QDwKkanmYXNE0MZYUlEWFN+gRLxKyNEcKA8+zcB2XosnwXaPLtFLghT2SWHL3sMYfuwyGPo6liFZz9g/7VDVEmxjLVkCGKEMcL+T0bMD0YcJqvmW445FkBdPbNbv7NgLJ+mFN1kYMdkzKtKYpWsym5v7qnmRbM9ofkxYFe0fHLG4XOIFCa4ESOZtoTdVaFHHBdjthvDtEYBEVNd/+9re4fnPHdhsT9lq224TQ6ZNT0DYNTVETZxXruObxO8eMhj3SKuPi1YpWZBRFSpo0bDMYjXsYRkGa1pStYDaPqI0UzxuzXS6RVkAWrXBtj/n1nHVSEKcRcVmRNVvCvkNByc6ox5/8yZ8y3uuTJGsOjvcxmorp/Q3KUIyO9jGEjRZrlK0oNxVX03tM0wU75J1vn5CvV9zfzylkTTRPeHwyJtt2oBatLeJ0g8ABMydvtvzub/8j4lXOw3JCP/AIewFFkiF0zjvPPqAuK25eveSdX3iG0SpWsykPV3c4skFVBVq23FxeoLVNUkGV5Qi7od7kvHz1HMs1sXOfPIOH2wnX15/z7vvvU7c2NTV/+cdfUTc2rVFSFS390CDTBX5fsVlHRNMF2uyzzTIOTsbshhYDr8dmW1HVNU1Tcnp4wnK1pG4NpKyxtUQoH61aHNtENSWtNKhqiRQ5dmCSLjd8+fwNwqgwBEhDdWyGVoDZQqMwjAzahnlSQlty9uiMv//rv/e3/gL9uRig/+pf/PeffnM+xXSsTjn7FqishIFpCoomR5sS33eQleBhFmEKE9vRLKdzHL/7x33v7IRtuURKD9Py0ZXCdg36PYfQ7eH3+uz3fa6uvuaj9w6YT9ecHBxy/c1zvvPRI06OdrHaGlc0HLg293dTHNegTra4nkdTzBnu7vLi659y/zDhcOcprq042h/iK4/v/OAT1ss7bu9mtDQc7zxFS4/VZI3lw+nhM3BN+p7JYpVwd37N6PCQm9spO/0ewe6Q6XyJEuD7EtOqmM8jDKNkPBpjmoKzR094eLgnitYcHI8Y9HeZPnzDO0/PqOqM6XyDNmweHs7x3BDDiNG+wjQtbm5v+O53P0JYimSzRBmS8cgkGNgMvSHBbo+alLhIsZXGCQNe/vWE3dGI6fSe/sjDEhb74x7z6T27/V2SLGIxWREGI77/wx/w8vybzu1TSNIox/ND9g/3+Ob5PVK0HIxCiqqkP+oznU/xXI9kI0iSJUlVUEsHhcLRIEjohUOuv/mGSucYleTubsFotM90OuXv/fqv8NOvfoLj9lg8rKikYv4w4/PPvqDxDDw9IG9T1klFUcYgWr784hVJuUWLAsPUbJYFXujzcDNlOPIRcoLrjXm4v8f2bfpDH1M5NFVJsorojS2aUpOnW+brNVJm/PIPfsjlzS2FrHHthpurOd/7/vf59R/9kFfPX1GtMkLbZXf3iOlswcDvE4Qht28mCDr6mGm4rDYrNrME3zZ5czWh7zs4gx51Piddb7m7W/H43Q+wQ4vVMqJIanrDHvP1itAxkYZgMbvGdwcYwuXzn7xGGBpDK/zAxWoUyqu4uFgxm12ihIOlNOcXl9RZjitdFg9zTh/vsbN/yO2LKwxpMRyHmFXCzsClr1uaCg4ODpDapiy2mI6kyCpCd4xtQrTdsF0V5KWgAaQEQzeYVsnuOOzQiErz+OAJNxdTDNmSb3OqvAIBQrYcHQ853j/i4f6BIHCp6gYt607cV2bI2kD7FnWeYrs+nqcwDHB9jyyqWaYZrWrIi4qqqpEKLMOgziqUbNk96NFWLbKEwIOsiPknv/sf/90coP/mX/+rTy9v51RlF0qWhqKpc0LHBmGwt+PSs/qYTgMCdkMX22wpkhgntFClxFGCm29e8Xi/T5zUeKamLBOOj45Jk4jewKDN10xeXfOdX/hFbq/POTvY51d+9QeYYxcpDebTDdt4xuHA5nZaUMkMKQsMrXn5kxdMLq/43m/9Ghd/9gI/1Jw9GrBYTPF6fbIs5vlnP8U0bQZDj8DRzKclrueTtFuKBLw9k/n0ii+/+IrBXkjf1+wcjrH6gsu7N/ieRZ6WhN4Y169pG5fRcIBQIQ/3t9TagcZiOou4upzRcxWz7ZwsWrB7MOb2bgpS4TkVbiC5uttyeHbEm9evsYw+ZrPhfjbFNC2GY4/Z/Yr7u5jrmwWm2XR1ycUVrueymi741vc+4eLLF+TFhkrYnJ3u8XA/p6Qmj0vyErIsJ+j1mS9Tzl9+hTQaxntP0KIhyddYjsHN3QzbrMnTiKxUjIY97u5isljQHx/QiJpomqFah7Qu2DvosZ7E3NxeIKnRhsCxLKyezXy5YjwMKNKcN19d88s//D6vX13huZIP3z8lyjc8fbqH2wj6wyGWlriOwDJACZu93V2STYLUARqHm4dLHh+f8HB/zbao8Zw97s63HD4KqeOctqwZjUxKLbDcIXZg4PkuA89ltFdzcnLGi9crbCUxjZaqEPRGA6LFhK9fvOTlq0t2Dg9Js5TV5pZHz55Slgn3s3sKURFvEyzfZblO8PyQu/kDtWg4OttlExeEtmQQDHF8l1LA9GHO9G5BWyuW6wnbrMAPXd5cXOFaPYZ7LlHSueZduyZaL0nzFKEkf/rZ5xweHBN4IXu7h6ziLaenI5JtjuVItOtz8GSXaBmzWazoj3YwtcHN7Q3zeUVdGVzc3vLk2YfMpnc83EXYVkBvOGDnYIjrKsqk5o/+/E/5xR98H6dnsJ7P6e/u0NR1pzOualxtEW0bbh/uyZMNZQNK2pTCIN9usLRBGRXEyw1CVISDHXqBQbrZgOlSVC2BGzAe76KlpDVaZndTRC3oeZqffvkCTJOiFGgJUnV22xZB07QoYRAGDmWVIGTLdL7CVgb/3j/9z/5uDtD/5tP/6tO6bHGUiWE2GHXCO6fvQllhVDlSa/JtThOlOF7L+2dj5ouEdz54TJEnjIYVZ08PUF6J6/fwLANTV7i+iystqEpe/vUFe+Nj7MCiFRYyL2kthzc//Yrp+ZSsaXGUTZ6D4SjOb7/it//93+HFT88xFJzsH4PpYZl9rIHLX/3lNxR5ysHuu7jehriqMUzN5eUtg36PKod/8p/+u1zf3uAolyRds4oi9gZHLNYVpwdjhv0B99MSp9X849/4Ac+/uCJeJkweZvzo7/8Sn/3FNYfP+l0kR/cI3ZJW19DGjHuafvCIJm8Y7wU8f/4c0VaEQUCbLHG8EUo3bOOWd5/s8urFG3Z7A45PfPJoiSgtnrxzhqUTfL+PChycwES0gvkiw2jt7iib1gT7Lk254uJ8yqPTHR6fPMLUBjQVaVqTZEt+4Xu/xGpzg+94qKhb5N1OHkDY2ErgOQLMHmkWsVhNODw9wgttJnd39FyL4b4mKbYMPZtHjw/ZxEvKWrCzF7LNN9imy2oe8+j0A5SycL2C3sE+t1eXSCGpZcPdw4qiMJjcrJmvE16cX3J4+ghyn1fnN6jGBafE7+9hNTnzeEHP6ZFlBXVdIilJN3N2Dvsc7A+xnX1W0T2r9YbVKmfU92mbls2yYvpwg+/2EDgsFw+YWhL0bPK05GEyoX8w4Hh8TLyp2D0ccHh0QjxbE2WCZ48GPH/+kt/+7d8EVaB8hySeY7Q1luFhaZuqLnl6esSbiyn3s3M++NYpyTTi5asv2DncYXfcZ7lZEEdrwr5gb+eY1XLOe8++TZyuCMI+jqepLI+BG7K5WbCczDh9vMdsfUuwY1DHDXd3U5TpMxwNscyWb758wWAUMhzsEKcxF3dTHj05xfGhP9Aop2L34IyvPv+G09NdVus5TV0wu1kQbwU3qynpJCKdrFHuFs+yiOIttukQDjx8YfK7v/lD2rbk6HDEk7MDtGOSZ1u++8uPeXX1gt5oj+0qZb2a03M95ssth+M+g90TTkY7bJdz7qY3lFnL+Gifh4sbnj45pe/2OF/cMr9NKbWGqu4UN20LDVR1g9FKpKN5WC7YHQ2JVilnj/cxTMm/83v/yd/NAfov/of/9tOPv/OMMl4xCE0+/OAR55cXbOOU7/7gEVUs+OGvf8z5q1sMYVHKiv7I5PDkfVbbe26+mfDhB+9jNAP2dzxc3+Zqeo2qDCynYGfc5x/949+kqBLixZq4ykjriO9+9DGj4yM2UUbZxNiWQVMk+K7FznCXn375V5wdnDCdP7CYRZiWQxatuT2/Y9Af8as/+oTnL/+SxbyGsuRXfvlHtLXAUB7hgc8f/K+/D0mNsFIUgr3BGGdQ42jJm4sbKqmhyfmn/+Hv8r/98z8kim8Rbcs73xpD2eevvvgr7l7P0E0fyy345vUcx/ZZXd5h93r0+xY3syuoBY308ByXMlnR+AdsFiVHY4/1KkX5FoPdPnll8Or1LdoZEPYFk/kS1xnRCIM0viVOUtJE4XgW4cBHViVX11c4WmPlDsFwzNefnyO1x3w1xVQVlSz58Fsfc/7qBVVh8+5Hp9z/v9S9188leX6f91Sdiifn9J43h347znT3TE/YSTubzV2SS4rkijRNiLZlCZAgXRmC4YuBfeML38i+MCDDlm3QoCEtaREWw3J3ubuzsxN7pvPb/eZ4cq5Tp+pUnQq+aP0DvvP8Ew9+P+DzfZ5hh1QuTSYhY5sdxtMJyWyK7bUNdp485LVXXmE88Pjg/V+ytbrCoDtFkmSi0QzjUQ+BEMt0EAIRMQwxxw6e66Il0phmn4tGi5X1TQJ3ysi2mLsqqWyWmTlj7dolLk4bpKMyC9UkgTOi2xyRSD237MeSOtGYx9Q2cBwXQZYZGnWG/Q5ry6vMrBmCMIP5mHRS5bDRIV8oMB926FyMqdVW2D095c7rr+C5Ho1Ol2wpTjSukExlOXp8zNe//iYHB8c41pRbN2+CNuZnP32fG+vXePrgPpNxl+pKjYuzGcPBFBkZ33zuSp0LIrmKih/M0dUEUhgnqk0x+g6y4pJOpNja3OThF4+59eo1NjdXGbdOEPFxphFajRapuIA5HpHLZAlsl+5ogO/NePvriwz6AkpMot+CeDxgPDSZmXNchoSorFfLDHo2pXKCqC6QyEXpd4dousV4YqLFizx9+JTV7TKjfg8lOiWeyOEGLqbZYmuzQqqYJB5PIoc+lUKSYqWEqtgk0irHT/cRNYmPPvyEl269zumzfRzXZ7GaZW6fUsmmGHcMEpkASYoxsjzMvsk0mGOaJs92D9CjIbFoksX1KoFrs7CQYzw2WdusMWr26AwdZqGNGFEIg+dVA0GQ8AElqhAGc/IZnagqo4gSESVCPpvlm9/5/S8nQBt7P33PcKfUSmlWb5SonzXodyzWV0r02jMC22E+9YjHIywsZhFFh9k04OKsCzaousbi8hJHF0d0m02U2ZxXX3mT3mjEoDfGmfvsPj5g7o5Rogk8Y44rhEzNHka7jZiAABdzMEGNQrtvEcxd5KhOKCXRRIHiQoGpY9Ebttl64SqVtQr3Pvglk8Gchc0yeiLDX/7F+1j2kHhS5tndXa5cu0QqmeLjL+5ijQwa/SaOE2BNLGJajp3HB2RzGpNeHS9wsKdzFjZqGBObi6NTQiVBcUnDcmasb6ySzoqI0wm5a8sMO3PcyBRBjOMHFquVFea+y3hqk5RhPDKYxzQkFPb3dvm1736Du3c/ZnF9C1nz8GcBqhJhbHoo8pzpXMQzE2RTaSq1DKIYMjIc3JnI6+9+DS0hcvJ0lxs3NzhvNKlsVuibfQQ/YDaegQCnh4cY3R6xWJ5B9/l4f9ibENXjWOYQ03SZz2UaTYMQg1gqiyyLpDIFRlOHztikkk/QH42wHQEUn3hM5NVX72AFc+aOSq6QJXRhZhtMhiM820UUBHafPaVQSdOrN8ina8jJOdYgwHFCAi2KNR4QT0aBgN5whiwWUVSThUyNw/0zljavMHc86vUBr7z9LieHdQ6OB0TjCnokSihFWV4sEItn+erXblFvnTLo9JnO5jTPOrimyKDfpLpc4PC4gRbVOT47IYwITJtThDDJ4fkRleUa2UWdi/qI9Rt5po0hjjXEjfhoSZVUrEgsrhDPJBj0h4TukJkt0joZkMyXSceyTKwp5XKSbrtPJr/A2UETNS1R2ajiTCL0TYN8OU2rMUDSXXw7xBNclDDGwnIZPwhQxChzJ0DWYqQSU2zLJymmcRUZPRlwdtHCF2V8Y0pE1VEjSRwroLl/yJWtFHq8hGMaZBOLeJ7DaGCi60lGQ1A1nZ2Hh9RWiyAEPLr/jNXaIq1zg+ub19jZOeTKxga79x+xuFzGsixi0QiNC5NEPI6miWQSNYajJno6gSCJLK0UmTpz1IxPLBLj0vYa9niKpiaYzT2mxpDJdMD1F17h7pMn4MvghwjC88Tx3PeQFAlVfZ6OgTnr61u4mFQqebrtCb/x2//fL5H+fwHQf/2v/rv3dDFC76LLzscHpBM5GvUWuXSUfCFD1x4xGPSpXV7A7Vj0JyNEKUYuLTP3fdSkz8XZKYVcnsnIxtdgZ/ccnynpWJK1zTXC+ZyZOyGqxBmPJlgRC+NiBFGB6aDHqGOiagl8e8ZcmKHHExA4WJZDuzFm49IirUGXTLbI4GJEd9hjOhYorhWwpyG9bodETmRgzND8gGQ8ie/J9FsNcrV1VNEnE1uiUFQZGTPWNhcolpNkM2Ue79SJxqPk8inGIx9n1kfRAwzDxJ56eEGEbquPMJsTTZWJRDymUxMhEuIbAvFMgmG/QyC45DIppoGO4VjoSpJoMsqNG7c5bY0QHJOTJwcsr24TyxRoD3vMZgGD7pRrV65izxpImsHEsoirKTxmbK1vcO/DB+w8bXHzzRfpjmZYto0/DUiqyedDeGnAZGyRW8iQzJY5OjmknIlx2pwSTUQwXIFiJs3UmNIcGrzxjZsI6PQ7DWpreXaePKaY07j54mUMc0C1tkR3PCSfruE5Hsf1LpORyXjaQVU1FpcX2d/dY2lxgQgCmdzz89x4TMKbTVnbXsJ0TZRInHQyQa/ewXQGFPNJBpMpvjXk9gsv0m4PKJfK9FsdBgODSrkC+AwGp9jmlNfuvINrtzg4qiOHMyKKxtRt8qsP7pGKxVGkHHN3iux65AsZgrnIxPLQNJnhsMvl9S2CaYDrBiSTEVa3N1lcL5LQS9x65TK7O4e4goqaCihXKvz5D3/BV956jdHIw+h2SakpohmV8/ohK9eXSGaKjAZ1OiObVCmGPVJpdXtk8xmYpdDjOqNhHT0eQVZj9LtdjGnI2mqRVqvP9ZduMx45zCYu/X6T8WTG9rVtHF8kV4hy6cZ1oopPvWvR6xhUUika/Qa64BFLxZnPJpTzOQwvxqTvomd1zGCCKzhU0hpiJEancQ6axsZKFWNqM5/6bK2sYdltZCmOZ7fQ1QiXXt7G96aYzpBW0yQe91hcL2IZHuNhhxs3t2m2hxQqSdaWK/TrA+Yzk4IaZR48L9Hi2LRaLZrdLqIiUSyU0YQYXzzeJ/QjeL5HKIrPd8GShiQ9F3kLgocfsTENg5kroMwFXFx+87e/pF/4n/zwf3uvM2zj+A5RVUBPJ0iUkni2Tf2ihz0NqBTLhO6cqTtgbopE5ZB4Mkc+n0QOUjhTi+pqiX7foJiLk5BLZHMpRqYBgsvcnuAQI5UsIKsTFktppFgcYS4SegrZahxzbPD02QFJLYEgyMjIaPE4jjun3WqST2Q53+0Qy/vguc+vLXARwwiO6+A5cxbLFQ7rAwrVCoZRZ2FphYSeIBpV8AOfbm9MqZDFDmQink8qmaTTazJsm4ShhOsbGGOf0I1y685LnO6dUSulGA4nbF2+ghqLYA9dXEdA01VOD3sgCPi+TOjNsXBwXR/btli7ssHD+/eYTjzs6ZB4QkHRMli+g22O2d7c4ld/9wlXtleoLugcHR+hqwVGHZdEOk3vok+rOWJiTuj360SlHK32CVcuL8I8xLSbXDTbWOacUqXE4VGbw72nVBfLNFoTbDskdGBhcZH9gyaiInHpcpbj3TNs02R1Y5V7n5ywdmkFQY7TvmggKwL9/ohm3eTatRtY1jmL1SqP7h1TzCUxBl1y5TL3nhwy9wLG4w6Oq1BvtRhOQjrdCc54imvNETwfQfLRkxrzuch4MiFw5xBI2E6PEJ/ecMS1O9cZDiccH+2TzenMbRdBDLj2whJjR0WOhKQKBbSkS1xPENMUjk4HdDttapUEhhGhfnGCFo2j6UnOGgfggzOdoeou5dUC+WqR+589RhJ99u4/Y9DuocbSFAsFxn2b88MLVldX6HU7WOMBmUyMRs/m6OCIKzdu0Nw/orpS4Wj3nGwyiTsz0LLPG0hZOUKn12QeguIp6HoWa+RyvH9Ku9FBl1QEUcQd9/GDGcPxOaV0Hm82x58PMW2HUdfCtV0ePdqnvKgjSz4v3HyRJ/e/4OZLW5htm9rWVc7PmoTShEuXr7OxvsTB3lMyiQwRwafbmuDMeyymK1yctSmWanihwfd/8+/z0af3Wbpapd4aUykv0r04JZnNElUkvPmUP/zHf0znuEGg93nh+i00TScWiyJPPO7+8iEv3rnOzSuXeHjvAaHgkimVECUVPZlFEXyKOZ3Z2OTn799l6HmEEZGIIv0Hb4GAEhFw5xaKKhPTRTxLwFN8EqLC3LEQZInv/73/7MsJ0B/9+f/yXioWIRfPISgpagsVNrfKeILF62+8ysHeOYViFKPTIVvIMpt6ZNJZzk67JHWw7QmhoHF2UKdQyzNomDSHdaJahGxSwvNUVDXG9SsrTLwJH/7iLoYtYXsB5XIWPZ7AsQzCQGF5uUg0myET1XFDj4SUotPrsb19ldWNs52dcAAAIABJREFUFS6t5zh9fAa6gm+F2L5LqpKgWiyyuVSlVT8jEdVIJ2WKlQwTo4/jOEhaFEkR0GMK47pDVBXZ2d99vlu1JSRVYDiasLS8xr1H++jRgJlh4c9scD2+/utv4k8nnPUvmFom43GP2UREjImUMwUKKyWW1rapHx0xGLW5vv0iEWlOMlHGnkxIqioPHx5SWy7iTCEVi3N2dkqqXMIHPCvCeXtEIpmgNxySLRZptBp4ooQXyqxsLLGzv0ehWuDG9ctcNE7xLRlvHnDr9mXcuYsSsVjOXKc7PkcWBN569xaEAnN3iO3LRCIW1nSGomcRfJXjwzNyaRF71iIVzyJpMr1ugOOKLNdytM6PGQ9ccBwWljPUh0NOj08pLZZIaTrO3OTm7WusLGz8h01vjFQiQXs8YvvqVUxBoFRbJp2J4I4nyMkYQiSgWIpTLV9HVkX2nhxgmFPK+SyeKzOYnBDXitQ7Bus3rjIXZhw+fczixg0+ef8pi7Uiuwd7JHWNYaeBnpARcJjOPCaTLpmsTiGboD02yeXTJIs6e/vnTK05y9Usl6+/zs7jR+w/2yfix/md3/8u3d45F8d9CuUsmhRl5lm0O32yMZtAUEikNTQxgjMwEdU4nc6IaDrJtRevUMiXaPSbKIhoSshCLUE0odDvnRCPRtnYSiHIEt1ej0JeJ/B9MokaoWJTqGZ5tnvAuGWwtFrECSVc3yUdT/P4s3s0W10S2RK2H7JYK9I8OyGeriBrIVOjh2VOmIxnuB6EosCbb75M42KAlEzQHp5S36+j61EeP3pCaWONvQ/3uL39IidH52RWF7n36Q6TeYAiatz7tInlKPTqA8zhczl1q9mlWHPJ5DK0enXG/S6Xrm6wsr7J/v1HKJKKEPaZGg0uzlq8+Npt7n5yhi3OCCMBzAJEWcZ1bSKKgCRH0KMaoQOS5lFIpVD8kJFpIEY0fucH//mXE6B/8W/+h/fS0XU6rUMcx2Y0HNB+1ua83mPQqvNbf/971M9PiWc1QmdC11ax530kbQohHJ71SZXyrF1ZxjKG9Nstrq8uUl2JMR65HB/UWd9KYZlTeh2DeCwBHniWiYCEOxsyGBs8/WKHYrmCPwl58c23+ejDL5gHEbRYFCEy48HjZ4jxLNlqnkl7jE+ESy9sYjcC8rkSZ3un9McRpJjOeWPI/oPHlNIVIokUjjNmfWONwbDObG6jFHyy6TyffX5IJp7krVfe4ODwAnsyRfJD9JjO9oubDAddZmGcw3uPKBbiaGKckT0gncxg2SbGYIQfBLS7Iwa9Y06fjdBSOYa9IRFpjqqHTOwx45GD6IsEUwfXm2CMLa69+CqD5gnLK4vEU0kqy0Xufr5PNpXh4OACs9cmmZRQpBkRUaOSl5hZAg8fPkGP6kRVBRuJiQ1hKNHszlCSCtlimXAeUj8zaIym+P6MaBREQcOybFYWMojilFJtkdl8SCJdYdCZcHrRYLmWQ426hLLIQrXKeOaSKCQ5a3RYWkhTyKQxpwKEIyaDIQe7u5i+SWVxmaXaFvc+/ozlzSInp3VOHj1jPnPJFPPYcwGjPyHiy3hBhPN6DyUm4Fh91tbWOdltokcFXn/9XZ7tPyCXTSJLIaPmiFy+xsS4IF8qYU8VknkJUVBB9onGVOJqDtudkEhnuby1QUjI7uMHbN26zHQyxR+bGM0Jvi/x4P4HVGollrezeG7A00dPmNgC65s1VF2mfr5HZaVKUg6ZmDNCHw5OBkzCPrlkmcnYJltMYYxdTu/t4noWxwcHpHI6ridhdqdIapof/e2H1DYuEdFUwlAjGZfx0aiubtPtDKkubXDe6CAEIhurG6gZmaO9U45O9vj+97+PbUoAqFKSO6+9zN37z3B8yBTSnJ1dYBkesqTyrW9+l+7ojKgSw+77RFMBvYFFpVpiY3OTeWhjuENsw6bbbBFNauipNO6kCc6cdDLBxnaJXqNJtiAS1TzMkU3ftinVUizkq5yetgmCKBNjTLPTw3U9tETIYBIwm4Zk44tENIWD+7s0J1M8QUH2IyAoCN4cxCiSFKCpKqo4JxQEYtEMsqphODbLK4uYhsvv/v6X9AX6xY//9D1BEYnIMdJxhYhQBM1DDlQUFRrHF5TTcRzbZ2P1FrbTJp1Js1Va5tGjPUrZGHo85PHTXd598x0e3X3M6pVVRv6Uw6Mxr771Aj/7u8+pd03iyOiKjCPLhKGHPZ4jR1XW12osbeVRozlMz8YVJ4jSgPWFKpbTwfIsVFFncWGJv/w/fkQiGSVfS2GbFo7dp5RfJgxEWuMhMUWhN+hSLW+hFyWmY5lvf+N1/vRP/oJEpMTYNAlMiVxVQhLzRHyPYd+iZ3RZXUijZUOuXd/isw+OyZVVmHu4vsbYt/n87i5bS1Wa9QZumMBzA4oFHSEYUSosoWsy6USGbF6h2b7gtduvgKhgOQapQprRwCS/ssGdO9c4On3KsDWlN2ixt3vK1J6Qiknomsag3aVSzdBqz1nZukGhqjCZaDza2SGTEknE8/iyj9H1iMVUjh43yJdz7J3uEVgivuAymYYsVtO0WiO0aBJrMqVSLTKeWCBF+cXPf4kUkXAtmze++jrdXhMX6HdNnNmU6WCCP53jiRqZRIqz/TERPctF4wLLGlGqVUklVlksF7j76Rccnj1DTijsPHzI5bVF8rkSJ8fnpHNFVhby2IZFLBcSeAEIHt3OmJikoMVj+MGQzWu3ebazw727+6xtryKEFtWlZURRpN88xncl5lOb3vkAx2ljjCJM5yHj/gRZer797QwnLG9ssrt3AEODhdQC7/7e99h9fJfJ1OJrv/YOm5slDp920FMyW9uXsfpNAjfgK6+/xfHTJgk9hihZRDQNRRfI5pO88fKLNHsHvPjKdc6O6ihRl3RxgerKErOZyv2Hu7z22jaffHqX6uIKwdykmE6Q1AQm3Q56LIbnSwzOO6gxj2G/gey5BGGcbvuC4mqON975Bs29Mw729+kPWuSyCxyePaV1tss3vnaHwPeICAHtRh9JCclkSnz88S/Y3zmhf95Bi8U42D0ipyfI5hdoXByRTs5IR5c5u2hzbV0lksgiyzLTwZTyUpLiwiKt1gXVpSW+971v8tGHnzP3Zrzx5juIfsiHHz1EFAIKVZ2LkzZ5vUzXHBGXVCRtTr4Sp9Ebk4km+GTvBF+SCecRBMEnnnIZtvuoSQ2RCImkgiQkmdgz8hWFYa/D6voqrVaT0Hf53T/4x19OgP7Lf/nfvJdNKXRGBrliBTntY88M9LSDHkYhEWdhYYFOp8PDz3eoVGtMrQkHzTPKxRKIGulkgfLiAienR+hqmv2dM87361xaX2Dn/gWvv3WbfCGkcTQkmkwghDPyZZWvf+tdyuUKf/OjX+AbcYZji0qpwGAyons8xxq5SFOJwDW5fmuDT37+Ga+/8Tozz+bsqEVxLckXvzzBGDVpt3r49PH95xcYly+vcXZ4wtbVJf72x79i9fIapVwaTZ7TsJvY0zmKmuRs9yFf++5XCcIJghbhZK/Bpx/vA88TFuOpxZWXa8SyCWRRptnrMp47pBMp1l+MkYinGZsGfcPh6s0tmq0OyXyUSBz63SYf/PxjytkUg36Pl79yh7WlMidHx9hzl8AfMXVFNMEmoekU0lV61pBus4UiJMhVq8wnPUbNC6rL2edJBRtCx+bTXz3AnLu4gU25FmPY76OoGTTJIFVeYNptMBxcoKeSDOtd3njnVT79+DNUPUK7PWahuoyueZQXl2k16yQSSSqZRUqVCp99csBCOclJs4sxmZAsCGSKcSaTCdFYHE3PUFlIcnDyBFmIEAllblx7FXFukczkyJYK9EddbNeifnyIMRyRyGZpnrSprSzTbNRJJTKMx1OmXQdf0hAjMJp0EZ0Ys9DCdSCVjrO/d8jScoZO2yIIdFzfoba6RWW1Riad4e7dPX79t99k5+CYidHGnNjkihl8OyCUZfYf7aDGHdaWL3P29IDDox7n5+fEY4scPjsgmy0QSgo//emPuXbrMqoqMey1MU2DSrWANzdwDIXhVMSfdSjmc+zv1tETGhPDYvVyjogATx88QY3nsV0PORcjq8No0iYkyu07a4RBgvLqIoLrsrC2zOFFi+3VIpIiMZ2IfPb+R8SVgFw+gR7LEE3LVMtFxtMJ46GIZVm8dPvK8/v+uc/OF3tE0xFevLFOMpGkUEuzsbHJRbuF704plfI8O2yyVFvC6A5ZW7nCuNdBjScIgzmWO8UYnrBc22LcaPDTn91D0iVqy1d4cvcDzk8vkDQNd+rjC5AoKMRyRV6+eY3z83OsiUPgBmQKGXxL56DZwScET8D3fQJP4oXrV5hMJsiKhu8HiK5NiI8gqkhhjNGkS0SUwJb53f/kH345Afr44//7ve2rV5A1A3PQQ5gJBGKStbUKv/rwC/qdLrdfvU2oxtAXNAYnh1i+heZL2MGI6uICvYsxB3tnjOsj5GBObalAbWuJYd8nmUowmjTYf9RgeWuDarVKPBbSqneoH/dpXpzwwrVr2PMm8axOo9UjjkKz0yemquwe7aPkipw8HbC0VMIWRpiuyc1XXkULJFBckvEsyWoRcSKR0CNInkyntYthT5g7AZoUp93qMTG7NNqH5DJZTFeldT6ksrTK3vEJH330kPXlGoEj8IMf/D1Mq8Xl7QUabQ89DChmNdbXUzh2iNOfky1mCd0E+XQaMRDw5iKNeocw4uJ6cxZKVTLxCh/+/DERMYakhPQbU1qNOvVGn25/zHAwplys0t4dsrBQYdgzyOWSFBdKpHMpjnYfkK0uY0xsRElCiKQYm0NyhTKRmMzrr62yUCmRL5Vx/ZBKMc3xxYDRxZDSUg0lVsYxIZvVGfSbuOjUFleRxQa5bEAyl+D+/YeMOnOEmc3FyTlDw0LLqSCJXL+1jZ5I0js6Jpuu8JOffMp//S/+iA8++oh2e0Ymluei3qGwKNDp1Xl675RoLIsgQ+vcwegaaFrAwlKeeTDj4KSLpjr0hhPyOY1AMvm9f/IPSGWzPHzwCYePh5QWVTJphWymyOP7J3ihR6djcOPWKqYxYzQaU1tdpHHQpJgVyaWydJrPlxlKTKIznNI4a1CsLDPxDKypS1RJ88n9Hd753lcIgzrRqMoXXzzm0osLpPMyE3/yPDUiGSTiETLFbXqdMQ+/eEK/b6KlcnjegMriJv3xlFgihR6VsKwZjjEiIvfJFxZYqi0zm8xxOhZhVESNlbG9MY4j8ON//3M8e8RoPGJkj0gm04hulGbznKcHx2xtbzEcGMhqFkE2WForc3Z8RkJREaQejppj5rn4YYg1nPHWt99Ej8kcn/TQ9dhztaM7QdVCktksyVSZRLxAa9DgxivbBFGPdKFErpDmrNElqqTJZysQeAyHJtGYiCxnODm/oJJXyebiGBOT0mKK1dVNHj85RxUk+o02oR/F920Wly/RPD7jo8+PQdMIPQ97PufK5Q0mwz7t7hRVFwkCFzkiM7UtBFUim9LQdZn1rUtMeyMMZ8If/NE/+XIC9H//n/7b90YNj/WlNXpjg05zxNn5MYXlBZbWqyTjGrZj0tlt4Bk+ZkTkdL/BS7ducnJukI6mcBWfdCaC6qm88O07HB4/IxuPMfU8PMMkG4+RLeTYPzzEGrvsHzQQxATB3Gcw9dh9+pS57+LbHo3THrbnsHSlytw2efGVqyheHFkSaNWHnBwbtLsmg4sB7SODrWsbTKd9HD/Ax+H4ooMSz1HZymKaDs1xj1Z/wAvXy9RqRdyZSODmEOYS0cyMVCaBMHPYXl/BcVzWV1c4OL5AjybRVB1jNiIkSSBE2Plsn8XFZVrWOYlMCk3N0x8dk1tYZThoMuj0+N5vfJtMJk8qmWViD7h96xaOZyDaAbdevczewQGd9pR3vvIioRgiRBy0ZIJ++wwTn25vSkaJcn56gagrNI47dM7HrC7VGJrHjEYOiYRIStIYjbu4js3Z/hGj8QRNipCKBazUrnDabFGsyHQHE8qLGbrNGYE1YnW5xmgUZffZGTdfeot208L3x6xdXuP84gxFUPnG125y/7MORr9FOVEgjJh4tsibr9/iVx98SG0tTyYRxxqNWN/awu6FDBsO5tyjtCjh2nOu3LzMCy9dJqbFWN3cJptZwLEsCBwimkalkCYRTfOXf/YTuscXWIbFzdeLPDs+ZDQaUavo6LE0g/MOshhlOjAp5rNEQp/W8QBJ93Eki9UbV6hUl7C7Ngktyp2X1smmJEZjk1FrxKBvMrNtKgtJHn+xRzy1hJYus7G0zsTuM2qbHOyOeeHFTURJ4/j4DKtvPFfhqTGWVmqIQpzBaIggxbBNk43LGwzaBq5rk4zrrK/eYO9pB2Pg4UcinA/PqeRquB7gjanXj6ktLRKICnoqx/bWNrOZTyyZYWqPeOXtr3HePOTq+jWagz7uNOSLX+6TT8Q4a/VQozrxqMCgY3G+e4yehE8/fchg7CCFHomojJJUaJ3ZJDSBUJLZO7ognsowaDWwWiNaXZfO2YC9xw9JJRJoaZFxr0c8V8UaNfFVlVKigGNPuXzjFvWzUyJympk5RvRlQndAOhMFKYFaTlGIe5RLZf7irz+DRIwgdFheLZLURMadEYEQ4As+khpHEDwUOcSeClRKeSTFJyJIjMdNJiOf0cDgj/+Lf/7lBOhf/PBfvTccDhC8gO7ERvRVVDVg1vURfIm1yjp3797HtjVu31ljYXGT1978Cr/44QesrlcZTifIUoTje0dsvr7CpNVjMLJIJFS219YYTXqYcxFZFtFiIlLEx7TmWM4EVcsycXr4QsjK+ibxpSKpIEE8qaLoAuYooNcdY09d3vzWW0ytCYVSjM2NdbLlkKnhUj/toAgay5UcIjPO20N++w9+k9FJA6M/IlHOk9bS3L97zGpumckUWv1nrF9ZZT5T2H92ijMW8MwAx5lz7c4Vzk728Jhi2hMkOUK1kqVSLnBy2ieqajRORyzWtrn8wibPHu+zd/+UiKyQzxbBk6lftBkPp/RHDaaTKZ43Z65K9C+mJNMqq5dW+PDhR9SqGzz8/BhdBWPkkkykyBQlumafdDVFtbBOzzS5dGMDY9hjZeUSxydtFtJxlKJCsVzhyf0G5doioS+gJ1QGQ5+IPCQULFJ6lpiu8fmvnnDn5U20fJLHO4eoukwql+Un/8+PkJhw7eYtonEFzx6jx7K0Wy1iiT6yHMU0+yiJgF9+8IC3vv427//oJxSzW8zMGblqnPbFkNPmEUubRWJqmoODY1wbsprAwU6ds1afUcviYO8x3txn7eoVjh4fk0qm0FMasWQCLzInV6owdzQSusx33v4Wf/s3n5PImvhBEmU+Jp8pcN5sgzYF6XlBtJAp8tlHn9Dr9Fm8WuV4v8nxbhM9VuP3fvB7/PDP/z0r1SrD0CWdLbBcKBFIc57ebXD3k0+4dOsmpbRCXAsJnAmdcwNr1kVRAhonTTauVxhbPVbWFth/dk484aNLIhd7TQxrhiiIJHSJTz/9nGhKQVHmXL7yEnI4Z/nKFl989hBfsNGiVRoHBhFFZGkxz+nhExzPpdMxcWUJWfIIZjF+9PMf8fLLa4SujZYUGAxNihtFUskSjz47BXnI+uY1JoZLIpvk6uVrSKKJ5Yc0d9vEMhXawyFTe0Rc8lmpVTi92CcSKExsG8ubka0U6PcNzo/7tMYDRgMTNabTPJrg+D2UeJbD/VMUKYZp9RDkORFFRZOSnJ22GZoeJ3snHJ0aPD3qsryQRxGfe2ID0eHWtRqKGtDp+8hqhNAP0VUNIjCZzDBnNlFVxZ+HIAiYtktE0PjDP/5HX06AfvzjH76X0HK0mwbJlE6730YNHJL5KG5g8+EHD8lHl7n8lTx3H+1gTAY8+/Axf/Rf/gF7Bw/wfZXIbMKN17d49PiMk0dj5oMhqcUanz18hmW6FJJpcstV4lICZzDDjyuIsktCUugPZmRQiIQeot9Hy8TxnQiKmMYVPF64do2IIOC7LQyjix3YTDE4vN+gVl1lOhuTy1WoN884POzjzSTOnx7SbnXRoknCaUi+lCMeF/ni6TP0BZG9eyf0m2NufH2b1ukZ88Dhyp0t1FyG/+t//neU0xEEP6R+0iObSTDuTPjlT/6OXDHO5Zdu0RqZ7O3uEIQRnh3vU64UKWUz9DsmQSgiKxHs8Yhhy2JqWjTbJt/41rfodHscHJwwaPfw7JCMniKqiyTiUfRCmuGwz+b2JsFMIk6Cbu+MXFHk5LhDoCY53j+glssxGkYopwTuf77D6vYaYuDg+AL9poAsTtl50mLzVhGjY+DYU7LVPKWFTdRIhMOjU46fnrC4nGFhZYlsLEVv2KbfPEfTdU6bDTq9MaoSxxiEdIcmpgm/9R9/h5/+7ftUVjNIsTnN9hyz71JdzCPIMtdeukG33cS0+vz+H36fL+6dU1uUIZiTL6ksLNT47Iv7rCzoiPqUhdo6x/ttIgm4euk2v/rxx0yGDWazCFpGZj4ds7C0zNxxyK9nQXC5fOMOZ609fvAPfoNht/P8FxB4nB92GNZ7DPtjVpaXmflDnj14ROtkzPrtVeTQZ3UhQbc/xOoPSC3k2bi2wK/++gO0Qgmr3UdXdUI9TWmxiCbHKC8EyKJEqVimd9HCsCy2qpc5368TKAq3vnKVi6MjFElGkyN4XkjAnNXVArv7J+zefYAej7O+fAk1CLl0fYG+MWRmmxhjn2hU5qtffZe7P38fWdFxrTFRdJCmhKGFZc/IJ1WceYLRuM/lm4u48wBNDlATKvXTISeHx4RyDNcOyJdjRDWfcC6RiOqMbYfj/Wdcv/UmZ8cNBmOT0J8jiCLiPERQVZJRjWRcZT6fsXopj2v7zOczmr0hsXSKnmFz9dpV/uzf/B2BXmPQHxJNK+A+nxDOLAc/ojL35pijDuMGtI/3SSZyuGIE0zCJJ6N4MwffC9hcTmFNJki6SiIRx7c9fFtgNBnyn/6jf/blBOjf/rt//d6gX+fXfvu7OMMJakxHkBQMf4QoKSQSKZIllb3HdXKqRLpYZuLOeP/9u1jjCDPTRJKj1Ot9InNQIir/9L//5/zb//OvWFwoMR2ZSEqETnPAdDLDV8BxJ0RkGSWSYvVKEUEIKa9GaZ+IJOIJDHPK/QePaFzUOTpvIqsO+3t7JONpQilJ6+E5ixuriCmDUXdKKqsydaHX7vLOd65g2D6JvI9laUydGcVimk5/zje/+yp2e4gYCPzWD97l3oeHFBez6JEch88uUMU56bzCQnUFazzgzd+4xf6TJzx7csI3v/86Thjn+NEh1ZJPPqUx6zsoUpJYRGM47hFRNXr9Ho1OHzyRsTFgXG9RyeexhidcvbJMKldjb/8CARFzHmCODGZWwGA4RhQgJvmMJh5TZ0Cz3efq9euo0Tivvnub/vGQu/ceUixl2Ttu8cYb32Tv4CFHR20CfcrmYoF23yOVCsBOc96us3X9EplUwPHhGSOjRTIR4413vsrpcR1NCenbNltry4iEJHM5ZkaEaBBijn0i+oClaoJqaYlf/c2nxGLwwq1v8+kHT5jbU4S5iWWaFLIxHjw44t1f/w5nR8d8/P4OUdln96SJIktsvnCNi06DWqmIa88xej1WtpYwplMO7p2RVkBXYWF1g9V8nrPTOtlCnua5SXqhiOJ7LK+u0BztkkkXsKYq/cYpO5/fY04UYzDmhds3SCYjHF8c82TnIRtbl6lU88+NYkurOJbLxcUBo6FIPOGR9D1UtcxoOCChCIxmEyJBkulcZD7pMhi7LCXLPNw/pXvaZWEpS23zKsOJzdKlBcZtBxUPoz/im9/+j3Bsk4OndULJIqZ4XNuuIoQztm7XeHjv8LlMQ3a5tJQmGlFp9nvoikPoyFhdA18VqSwmycbSHB3aVCvLJLMFJOmM6XBO83hINBpDkzwcCyTFoZSPsbvbZmmtxLjbJp6OEcwmNM8sfEGisrTKw7tP0RJJklmNbK6C4PgE4gxJEEjlsuzcf8a3v/M2n3+2w95+k3hcYffghLffeYdqKcdP/uoD1jYXcG2LxcUanWaHxbUk0mSGFIV8UqXdGKJqEbavFTEcDV0XKWhxYnGJlZUFMimRUiaFYw6IqRKBk0BLT6nEAi5dzWEejfmdf/hPv5wA/as/+1/fm00Fzh7v4gYOhydN3vrmOicHbYYtkAm5fOsG7//0I+Zzl1Iqih9I4Cv4ro2uCPR7LpEALt1YobSa5uRZkzD0qRULuK7HoH1MabnIs+N9br72EsbQIRmTGDPFaE7I5nQiksqjewfMHA89olAo51go5omYLa5e3WBmRrBmPuZsxspKDt+eYE0gnV5Bievkl8rIyZAoKbqtM8ZjmUwuwdA0ONnpcOvGOne/+IRYMoWsRJ6r4VwXPxApVkpUr6yQike48+I1zk/3efKsTzGxTEQNqa4UOHp2hiKmGRsOruOytHqDs3qTf/Zf/QuGozH182doiQiziUciliTwp0REjfxCAjmVpTseMe2FmK6PltBw5gFRV8ILDCqVBcLQI6JKDFo+b7/7VTx3QD5XQUrofPTXH+OOBlx5aYtcUkKOCsjROFJU4GKvzcSIsLW1hDmNEbhNIqqIJLmsrq8SCB7BXCZwXYK5x5033uLer+7RarewpzIzM6BUztAf9jDmOmvra6xeWcYwLjAMhcX1KwQiPHx4xNvf+DpPH94nX06Ry8b5+q+/zicf32fv2RnrGzVaJ116jTaiIDCezVnZSjDqTeicnzE+7aMXMky9gOvXX2I8njExZ/z6b36bo6NdGnWbVFmlOzilVivRHzskcnE+/tmHzGYu3XaPxlmbVCrB4fEu7jRAEDNMWg1Wt7c4ONzhlZfX8fUo29tXiSsxZNWne3LO6kaNnc/3KORTNAYm6ZhCNF6lddbgna/fxui7jLptXnvrNSQmqFmFmWWy02oxPu5TXK8QzmXCeQd/5nHx8Bmtdpva4jJLKzUePvyYfquPJGUi+P5bAAAgAElEQVQhAoIv89Of3eXqV67z8Mk9VpZr6HrASmWJozMDL/RwTRtfkOiPbZRkHHc2o6D6XNnY4MnBMfFkDNMcYAwMJmOZr37jLXZPzwldh/xSAjkAH5VIoGOPh8RSGUrpBKYrEc9FWVysEE1orG2tMremXN9eYn/nMUEYUixmiMdEipki9faQ+nGduOZx5eWbRBMpHnz+hFQyimkFxEsZ5paDOYkwnw9xIhKDjsF3fu2bzEYzhoMxjmVTWUxj9EIqSy7xeAQv0Hj85Bg8mM8UlpdTNNo9/HkSX4OLJ10GI5/rN6+x/dI1bt759pcToD/6t//jextXbzA0xiRyItXVRUqZZc73OuC43H5hm+nIQZIlCskCR2dt3nn767R6FyQTOsjQ6vTo96bYMxdd0rh/fxfJD5iaE3AcbFNCEKOMO2O6p8PnoTlJZqm0yMV5i5iUZdgfEYlIZKIxUoUo+AETywc5gh7L4AZTJpMpV24uENN1LpozLl2+wpOPP8axZ8QSMe5+9pBWa44nuGzlMwTBlEJ5keWtJc7bDU73nrFSKdLtjlHiEhFdIh1NM7G6PPjlU6r5RX7+/mcYA1i9uUDnsI1h2STkKKEbUlktM4s4CL5ArpDADWT+9E/+BGs2IJVNUk6nkRIOvuMQRGHmRli9tMbuF09xLQlHVHF9l8XlMrOZiRxP41g2SkzC8RTqvT7rlyrMA5elS1d4/2cfkdSK5KpzGo0ho7bLCJlRvYnM87534Hl88+1XqFaWOD7ZI5nKUF2v4LkqzfNTHNsmqkrcfuUWx7sHPPj0GRENMsU81+5UmYzanB8bWDOLUiLN6WGTo/0TRmMImLGyqHD8rE5UjXOw84CjixHNizbN9oCz/QO+cuc1Jn0Ta2zSavSJ5lUigkbodnj19du0DgdEBB0hGmK0TDYrOWJinGcPHpOOixyf79K6MNhcqyFEpih6ju50gB/O+fiXT7l55TLFYg4xHWHUFdm/e0YuncUNPb72tTscN8fEU1HCwEEINVqnfQb9MWb/5P+l7j17LEusc73n7H3iPjnVCXVO5aru6jw9PaEnkxwOh0NSDKJ0SUlXusaF7Gsb8Bf/gQFsw4Bg+IMB+RpwAmwYDrIh+UpWICmmGU7o7uncXbnq1Mk57hz9YX7F/IkHa2G9631IxKI4UpxIJE11dYX9+jkfvPsi8lzn+HmDmWJwVDtB8ge4/Z2v8fDuYz59+JiAHSGXTxMPSXQGC1bKeWazBYlEjNF4QiyfQ3QDrFzIsPfoDrrp45V3XqDbn5DNFqk3T1hZvkAskCAqpKidHJHL7LLQLTAVvvfNN7FDYfrjOdZMRQrGUTWX0/acT744IBWLsVQpEpd8jHoLADTFQsBPKi6xd/+cbDKJNp+QLsSo1Rv4/SHmC5OAaBIKW9i6gqGanJ+2GfU7ZLJBdnbXUGWZuWoy6eqMNZ1I0EcoI5BKLSPq3pcVdr0JYsAjEHTJJWOIlo/3v/c6g/GMcinHpD+kfnrM+XmbjeU8meUCrmnjxEDUwvQ7MthBUvEQ88UC21CRDRO/48c2ZuhznesvrVIpZDANH2e1Dt/+/h9/NQH685/9zx/2z/pUl4t8/HkNpamw92iP7Vd2GYzb+KUU41GLsQxTfUaSIMPGKZevX8fFYdwfEQmJ5AtZbM+i1R2RCKV42NqjUq4g5OCN197i7//pYzLJFIJPIhEJUF4K4Ngh2s054WyU7niO4FnkKxI+S2I6GTGcOOiTKREphi0YRGMBMEWkcJJoJMJ5a590OslUndHvjUkHc7zwNYnzgwFrF7Octxcs5gbytEM2UubGtas83+/iE8Jk4xs4uoIpmNz5zSnZeILTXptMNoXpCqR9UaTlFPlqgvWdG0STST75+A5RySGVDvDrnz8jnYqTK2TonvdJpss02gOOj3okEzk82+Pk4Bh1bHBxewU3GCAYFPFpsP/skOHIwOfKiFKeSCzEs0ePefHiNue1E+ZTmUFzQCQS5sqVVXp1jcnZgAuv7TDYP0HVfAhihFZvTiwuUqpkcYIa4YTFeGRy/7NnTGYuiu6izgWkiIuqqjx7fIwbDJEvrrBYLLBVh0Iuzdb2RXTD4fysxvd+8CpHR6e8cHObV7/1daKBKL/81adghvnWn33AybNTcpkkyWSAq9de5KS2jz8eZ25MuXCpQjIc5pXXLjAe6yyXKtx5cA9VdxGcOLZj4UphhvKEemfI93/6Q5pnGolMlLDfZDoV6J43WL9QRbD9vPn2e3z869/iS4jUD8a8+e4Ouy9e4sHDL9jayOEKHo36kPl8gabpZJdXEX0BtIXFrZevIwRDPPpsH2U6plFrs727xV//7S/Z3VllqoyorK2TKxWJLUloE4t8SmR8qlJeyzJsz3hw9wwpEWJ9OcJoaFGplnA9jzt3HzGcqyDLXLq1Szjs52xvTqcnI08UIsEgsjYkmwsy6ikkwlmePfuUdDxCaTnDsycnzOcmjx4MGE77xBJRDNPgva+9gWCYOFEfq0sSnqnT6k8orpRQFgtcw2M6GxFP+phODAhLGLpJIBIhm5GISjGa5wMsUyOdjhMQYsyHTQqbG3T7c87PpgQjNolMgkK5QOPoBMELMJ/KSIk43UmHaDqJ6fhYWS8xa8+IR13arTZ37z4hEs1QLMTZ3V0iEy8SiQGizbg3pz7TyOYKxDMi165uM+7VMecGSCGWq2miCT+L4YSt9RUsMYoe9BFN5dB0Gc/Ref/3/vSrCdB//qu/+tDxNIaajDkbkNwM4k8lGDT6SNEIzlwmmlnCZ5hUVqvYok0g4OPhwQmj6ZBRX8YyPGKhAFEpSSglEokE2UpXiERd6vee4YYj2LJOMhwnEvZh+B2OalNWq1nOe32U/oAXrl7DmNvklyQWZgsplcfWZYL5AHPZw5prhAQPfFlG0wnjrkUunWMwneGzJSrrCZ4fPKRQ2mT36g7eNIzlW3B4tMfupR0O90+o1Tpoik7x8jKHzed4ooOnWMSjIUprWeSeyqDb4tLODp1hg9PDFsPmnB/9+D1+9Q+P0TSbbDJDp2+j+FTSS2GOntXZ3iiBZyAYDviiJOMBkkgYhkl5Y5mjbg/dmnPtxlXOz47JFsN88HtfQ7E0NrYS7D1/gkgYWRnzxpvXCfgXCOE4L71zjTu/eYgVsLn2yjof/fNDXnv/En4pjGv58IQFrhtmMtZZvbDDYAiDRh0LlyvXNhgPp/zZn3+bv/27e6iWxXe+/S/o109pjxWajRZLpTK/uvcFG5c3mS0MUhk/reaYUiGBZfg4fnJCaaXI04d1Lr16mf/r3/41t9+7wYVLOQzFIhKJMVd0PNVkfXmF/ScniOEMv/jlffYPDpFnKi9cv07pwjYGCntPn3PryhqZjRKSFObZnSesrK1iKBMePHjK+s4GQjxEMlbmrNEhGgsjBhScqUy5WGTv8XPkSZ+Xb11lNNQ5a40QRInrN64xUw0sn0tYEJjLOrLgYDouQtjFL/gIRcYYskwyGOT53jGhcA7H7iAQxlRtWr1jLlzPMJpbdLszAgGRRDpDvfmcZ48GgMIX9/ZJpMN4hp/yskQsGaVz7tCqz9k7rnH71W0mk3N8vgC2JZJLbfDo/gOi8RSGqjAfmTiaQ3suIy+mbCxLCK6G6TmY+oyD9ojCagopEsKx/fTGQ6RYjNuv3GbUnGEis1SIY+CSSGWxLZdYLIypW8QjAkExiIOMpcFcsekO+uTLBQxFQZE1Epkgi5HM1laVSX+IlJZwLAfZMrFdgYAtIBgBFpoB5hgpGQQvwEI1CEkSpWSC0ULn8GyAa4yIpRPUalOu3dzg+XGDkGbg9xzOH59RXV1mpEx49dVdFhOdtco6h/sn+MNh8nkHTImZOiEclTh/fsof/quvaA70i5/93Yc2FsPBAGdhs/vi65w3ThEIkksFMR144+3XeXpyyrw3RxvIEAFTs9moVkgWc8w1GSIWAhrrq8v020M6vSG762l6jTmp5Qz6wsQTbHTTorJeIlOOc3LYorxdJST4eX7ynHQyjCVYBMgRj4XwwkHcoYE5GxGOZhmNVL7x1lW2Lu/w2f0HiGKU+XiGGInz+Z27vPP+twiGoXXS5vRMQxBcRDeKO3PwxUVeuHqTznRBzOfHnGtc3bnJ4XGHhSJgjEfkLiyxdWGHQXtILlf40qnuszk7ekp0KcHe0z0KpTylSoHu2RB7NmZnZ5VQRKI3MlA1B1dWmc8nTBcOV1/cIpGMsbFcIBYS2d5ZJxqPo2sKtiwjJSPc+91jlIXClcsr/OBHb9CtDZgoKv3zBbricnRUI+gpBP1hWp0hDz59Sq8xILYkkQinEf0Kw6HDoj2mfnTIzkuXUGQLx7TISX5m4ynbOzfp9fe4fm2Nzz7fY3Ury+pqHtcw0DpTZr0B13bLGP4Ehtnj8GjMcDBCikT4+T//hnQ0TjUZYPOFK0TRefrJ58RSm8zlEZ7l4YXC/PrTZ2xfTRFPuBgzjXfe/R7DmYK2MIkEwui6xcqlmwxGKvLxFE3WiET9/H9/+w+M+gtyxQLTqcKzz9uc1U4ol+IMj/aYyjO2r17CdiV8go0tOrQbE4anC3IxF4cITgBeuLHGaNBGivm585svcFWVWFSmmInwztfe4f69I0zLIFeQGJwuCAkyr731dZr1FuNRjfVqiWyigjrz+PTOHaprWdSJj/e/t4bgeiynVljfqrL14svUBwOkcBJXdTFMmUQ+QrGQx5QN8MeYziesX1pj2F8QTccZ1FS2XijQm33pmRp0Fly4vkNwPiZbiRIJZolklrj99nUSbpx2/YSlXP7LnLChcPT4kIk+I+5P0uuPwB8kIMDG2hLjbhdR9KMtXM4bA77ze+9RKBdpnPeoFAosZiPCkkMkUkCZzhnMFqQkibmqEBaC+CNRHNWjvJRmfbtIrpzEkBVmUx08QHRIxAvIE5mIEMR1FqTCYS5uF5kP+tiay7i7IJ+MIwYAIlQvXGTWW/DGBy8g900ikSSNzgFiRMLxLEQzS622z0wX8RwTwZnwoz/5iuZA/5f/8b/8ULQN8gk/s5nLtN9FxGPcGpGIS8x0mcODU6JiiFQ2y1DtI5k+cGTwGUzlBUvRFFE7yNUXtvjZ39/DdCwK8RT1doetCxfRFjI+vw9bthh0u/g9gVKhTDisUimnuft5k81CFg2LdrtHKCCB4cOxTTqjAcXVAPhC5HM5fvfxZ+wddkgFfBxNz9nerqApPXK5NN3zGdVcgdp5D9ew2di5THvYIpVMsFbO01JqhASBSU9Dn0yQUgaqrBBLxRgoKrKssLFVQvCFcKI+8lUPyYviOR7j/oKtnRy6qREJROmdtbAcP5d3dzhp10laFkedPu9//ztEUil6vRZyf44vGuTh4wat7oRG6wy1u+DqCy+ysOD/+T/+nis3ljHVCGsbafpzaDeGiPE0nmViB3Vi0QQ3XrnJdG6xub7GTmWVF9+4imz7qB2csrZxmde+9g7DSZd6r039oEY8GSOdjTLXZhhzP6W8RPNkyFx3uHhzm7iURpHn1I4HvPP+11noPabtMYY+5fCww09/+l2qG0m0yZzl0hJi0I9fspEHE2odWCmusBgd8e633uXn//QLsmmDePDLSU4e+Fm+UsZ0TQolkdFMod6ss3ZlhXzIT+f0CX/w7/8pv/3t53iezh/84Xd5cjBkNB/z5htXiARCZPNhdjavMvfZrBeSPHo4YbUQY32nRL68Tjq5RHPcIVoSyUbjjPsdGp0uo8EU1wvx7e+8wcnzU+aqx3f+8Id89ugxi9mEpXyaadMkspnGM/NMHJWNyipuSGA60BGEONEgXLgcoVLJcHDQJBqs8ouPPuHKzctc2rjAaNLGUgyi/iBC0CISc0C1iMfTuKLKsCODbRFMSFiGQVzy8aB2wA9+9DVm4zZrmxVkuYc/4COeT7H/tIZj+lkMp3S7dTqDDsF4gqPaKaWlVepHXRTZIVjK4kamxKQkqUyUfDrF/btPyK0vIYhBFNuhNxzRPRxzeNpka2eVX3/0W957/z3G3QmL2YKIJBELp4gEI4heADEa5sq1bXyOx3QypTeYMGj3CUcj5PIRJgMTwfMzUTUy+SC5YpiZabF7+wr/7//2axzVT3Vzk93bmxw+aVFZLWKMTFy/h+7zcdIZMhxbjBSFfCzAwvDhhQO43pTruyskE34++MbLfPzFMX/0p1/RK/zjj37+4clBl6muIzsuS7kM3/7+Bxyfn7G9XqWQLCEGPI6O+jiuTlSKIcYlistVVN1C0wKojkm33SMihplMNdYqBU47TS5c2WCmeTSbA/D5MHwOqaUlMstl/KZCZifPvV+e4doKU3nB93//Fj1Zx5n7OKmdUlnJ0m/3ieeWicVDSEGb1FKcYWfOaiWB7eqE/XHkiUmvNySbSuL3B9i9ucnaegXBP6F93CIUCCJGgwy7Ku+8+Tr9xZT0copUVGL7Ypp4XGGua1y6cBGfk6B13qN9VCMRSXK0V8cWA3zv3/sOzf0xT4/2MaYmteGIt7/1dVSlhWtEaffH7F7cotVsEYoI6NaE8kac1Y1dAqLHjSs7CJ5Ef6FQOz1nMV7wgz/+AZP+GNmck8mk6LbaEI3ws7/+Fa+8eglv5ieSinP3Zw8JRD1kFeqNM2otE1fu8f4HP+Lzjz5h0p4yGNZZ36xQKeeQ4gHkwQRXD5PajPLb3zzC8TxmiynPf3fOS29e4d79J7z82jWGgyF7z07pdWRCtk6tWScazSK3HR7s1yiuZ7m6WuG82eTazdd59vQU0XG4+eIqjmeRyK9QLFYRRIVCKs7KtTUOHu1Te9xgPrOZdFvcvHQd31hHmzt4hHl45wsESSCXKNCuT3nr7R3S6ST3P3rGS1/bJRMTmU0XhDMGUSFNrX6OJ1p4Pj9HD+qEwkHUeZ+1lQj37p5gTmwcx0cxEcEzDFrtHs1hjZCQ4fjsjPajE4yRw2imsLq7jaOLmIaCpuhYc4uPfnOHamWV+lmN7nDBs8dDjvcVYrksymJGJppGBUx7yNnzPsmYwGTUJR2PEA3mSG1uEwgIxIISieUE2cSXPibNMuiddVlazvL00zaO55KMJQlLInuPz8gUUiQLUWbTCbaXIIBLPpuldtQg4PgxRIeVjQqeKFBIxhgdD7n24hayrNM87bN9aZOjZy0Mxfelkz0YYnk1yUq1SHfQJBYSkCSH855CNBNjpbrOcDxAUQckUhEWPZlWe0AwLDDTVTyCqDMTTdexTIVUTkDXdEJ+PxPFpnFYR3AEBq0OaSlDuhpi79ETNN2huhKnMxphmRY7l9fY2qkSEFx6jQmrhSTHjS522I+8mKC5DpPBlFIwxT//0xfEomF+8Mdf0SD9X/4XH36IpZEOp8hv7DCbdjh8VCcY8nFy3KU/n3LphasIokauWGHRm1NrN4mLEUzToZheYqipjGWDTlfjwpUClukjGkthmg6ZSJreXCfqBfBHDHZ2Vug3xkwmBnsPjhCkIEFcqqtxfJ5AMfWlLmF1e4flrRUcw8/Nl64zPGhiuSJHBxamZ1BdzzIZ2/ROe7zx1hVi+Qg+ac6sJXP//h5nB6e8/+3vY/lOyC+X6J6OySVdZFnHh4Zlmqimwu8+q9PqiXgyZGNxus1zkkkbMAkEk5imiGZNaDc6xJIGP/z+93i+d0BayDJQmliygLFw0TyZUEii2Z5xuN9F8IlEpChBQadfH3H3k31euLlMKpZA9xbsndUZns8JixEiooFPVGnUVOazCS+/cAVnseCwoRJ2NQzdJL9aQZvpLO9WiPhlVGPByeFzXnnrDcobCWLJMH7PR6RcQR0O8HwusmxzfjzE8XQq60uslZe5enOT3qRDyGdRKhfwRyPEknkQHC6uZtjaXUEMqZycuvzkT97jNz/7mHr7DJ/n48neHitrMdq9ZxhOmHZPpnncZNpX2XvSYDHxM25N0WQP3VBIxyN8+8dvcvBsj4Vq0x2OKC8X6Q/G+BYWRC1CKYnj43MePK9x5YWr3Pu0QTyeQJ522Ptdg9FcJ726wsO7R7z8xnX2n3/M1vYqgVySqZLi8tYOq+vbHLXbrF69wKzdJRuTiMYTjCdtspkkl69cpjZrsLOzTjgh0dxvc342ICgESS4luXjrOqN5k42tGH5BJBFPEQ75SaaCeH6bmBTBcW1aZ1OW1uOMVZeQP0C338bvD9M76dLv9eifdxj3O6RyHqVyEQcHKRYn5thYrke4AHc/u0/QTbGysgHqnNOjBZFUkZ3LFabnffDZpLIprl2v0m6NKRWXqbcbDBpTxqbMfDgllc0RikY522+yXs0ymrWIpgIkUyFy5SqHB3VCgQimbrC+WmXUUbmwXqXdbbNczZBKSqiKwmTiojsuPstG1QxKS0kqpQzBkM1kZGB7QRADiLhIAZFEMorjevhDQb7xwTscPTkjW6lwftZFmwyoLBWR4iIHewect0Zg6fg1gydHdRLZIKO5zY2blwiKKRKSRTEbw3IhF5f4+g+/olrj//t//a8+LFZTHNVOuP7SJe588gB/KIjk+nFtB121cGUd16ciBUR6rTo7G3kmvRmppTRjuUM8LpFLR5koC3yKD8/R6fYH6KpFMBNHnc/wezbRbJi7D45ZziZ5+73LzCY2jmayuV2k1huTTOfQpnOGswDarI/oBphMuuw/O4OIiImL55pYrkYwmqOULBPIZHi+d8JiojNu2ow1HdGfQ5JSfHLvEbOhhT5cYDo2540RPbWHrmrYlspZY8RKbo3lTAnXk4lG42SXBAjNEd0A1c1tdraW6LdVfD44O1E4OekRDMUQIhZpn8FyOU2vp+Dz2/iCYYKCyM5Glv5oTDgQBtvj9LhJejnL3lGDwdDAWNhcv7xJLhOh2x+RTqa4d++cVCSH4PiYTkx0PEIRl2/+8B0ePz1gPFJYKomcn52Qymzx6q0XyVYy1DsHfPHZOfeftXj24AnrlTKyYhH2T8lVqox7TfK5FJIYIJuVeHDnPn6fjrZQGA8EPv3NZ0SDUTaWK+zV2mCF6fRc7OGAO3eeMOn3CXsZrt+6QS6XxWcH+dYHP+beF3uUlm2keAnBtRFDNtuvlHnypI4kBSltlSAUoNsc0TsbEpPiLG9WGS8m9MYzxLifqBBAGetIUphRowuiga3JqLqBEBCJZS1yxRKzhcXZs0dcv1rhwZ7CtDvm5Emd5ZUi8rjDw71H3Ly+wqA2IL1UJb1apd+dEA/m0VWd8biDX3DQRgrKcEJ7bjNXFTZWAkRDfX71y/vYWpjjky6u+aVvfbEwyeQTDFsLTM8gqLqsXt7i5LDB+vIqrVYdTQ7TH8/IVSWuXt3mwX6TTCqF5zr06yOUzpRX3r7Bs71TpJwPbxxmc2uFuTLDsDSIi1y/XEWMBgj5QgSzCYrLaSyfjbKY4cfjYK/G+laB6WhMOB5HsDVikRSL6QR/IIK2GJLOJZgOQEousXppleMHz0gkRK5ev85wPCIUcqif1DEtG3NuIM9tHCCWCbC1UWAhz4jFQkwGM/qTBTdu38TUXUQhgN+DSNSPJAns3v4+Z7Uz5rM5nuExUlSSmTDhkEu5InHl1gqPP+oiCAkWowWTwYAf/d7bdE5qSMEAR3vnpBM6O1s7TOUR3eMp89mEWMLmGz/8itbZ/e3//m8/VEYyl1+6SOe0zerODrWDGuGoQLmaxfULRMIOuViF+kGdeN7PTHZI5qKc1Qf4fFFUw0KfqwTcEHpAJBVLsHyxyHmtSz4dwbU9dNuiW5epFksM+h26J1MiiQCZUoG+IZMMS+w9q6O4FpZtsX4hxsleje/98JsEohL9ep16Y8RkPCUcCvLa6y/z6PAx2xsp9o9qrK9tIsV8rBaCmLqMbTiEIz5CfgFpKcXYVgnPfVy+dpkXb7/MuDPDkSOUlosUdtIYlspEVjk/nbFcqHzpsvYHkYcmsjHD0hyWchECkoNr20z7c7IJiftPD6jk8xRX13BVUC0XT57xZ//6Tzk8OadVr/H6u18nkYuhdAZUCjnEpMTR6T6mZmJ5KoazQIqJRLMJZMXj9ru79EbH+J0gaD3i+TCa7BGPRqhsBnny6VOm5pj6gwajtslgPGIpk2XtRomD511KpTjVUpVYMk84IpHOpwjFgl+qUcopugOb/aMOF69c4NJ2iU5vwnm3QyaR4ujkmFQyRTKVQkiE2VhfxwtIuMoEKeXQ6Kj83V/9PdevrfLLf3hErzajsrTEv/lP/5xf//pjlpIpbNtm+1KFfn9O0vNz9eULdAd15n0dTXFYSqUQHZFHe+dEohKb2wVcwY8vLhLwf1m4sf+wjuDLougam1sbODq0Txu8+uZt8jvrqDONXq1LIpHijTdf59H9Oq6hoFsqvVoN1/I4P+3haQb55SWisQKH9TabVy8TTwR56VKCXtPiuGFx/dIO1Ut5CvkMr753nU5vjKHpREJRqtUqB3unZNYyaLMxluMhBH3Ihs3KaoXGWYN2bULjrEtMlFEX8LR2yk/+9Z8wNha0ewvm4xkhW2Ku2XSaHTTbwy9Fseca4+4cxzAYyhqz7hjbB83TDpqqc3TQw1ho5DIlBDwEy6S0sk69XieVyuDzK1Q3ily+cY3xqIbkuvzul49RNY3hWEEzZDw9TLc5xnKDuD6V6oU1Wr0J/nAI23SISzEcwaXXmGL4BTzPRan1MB2dcCzCoN/l1TdfZD5ZsLq2yd7dO2QyORx3ws56iVTMIORXefCgzrA2wQr4IRAjk49y4dpFPvn1F2TLedrnLd56eYdx0+Ts9CnFRBrd8ChVo+iqw3s//oqu8CdP/t2HjdYUr2/T02aoA4fSSgzX76M7+rJtZjA1OO20kHUbTwxiCglO75+xXC7z6PAcwQlQyEpMRjKZJZvRTEWZudgRhTASC8NEs3ws5QukkxITU8fz4OxQ4ac/eR/MCcGIi+gLMpvrFBMZ+rUxc1nm/oM6yZxNqeBnY+sy3WmLdCHHJx8/YGVllafPWo3RIbcAAB6LSURBVISNAOf1U4ypzMWbV1AUCCdspEiIRD7DsD1Hn7Rw/XEWc4vnj/cYGTKW6qBZMv1uB3mu0xsO2Nxdo9MYEZVCBOMi6qyHL7Jg2J7i80fwey6KY2JPdVZXJcrVPN2Jn8OzJqriMFfH9OcTvvaHb/N07znqRMHQNfq9HoGIzWQ0xVzY2AuXmCCSCEq0jros55NcfPE6w06HjbUKw7GJFE8ghpfo9rtUltIsr1/gF//uGaGARCaY4LzXwnVgZSXGcNBBHenkcwEioTCz+YzD+6dIiTDD8ZgPfvxT9h8+RvSlmY0tSqVVogmRYXvEyVETn+VHHs/58//wX5DO5rFFi2jK5tnhQ3ZuXODT337G/tMJla0Ufr9EMpLB7xMJBQRsz+Ef/+GfuXmjwv7xGFU38BkOi+4IRdcQQyAlQDdVPNfm1vV1qtUIlaUM9XaHUjbNw88f8fT5Gel4kVBaZOtqmUBcwrb9FNI5JsMxsUSOcAgO7twlFc1BKEIgFuXenUf0p2Oikp9XXnmDzz56wmguEw77yRSSaEMNQYyyvr7N+UGTeCzLWa1JvpCnlA0Qz+dpHLTwuR6f/ONHhLwIIREWM49avUEkHSERidNqtbBmKpZssr5W5fEXx+xcXGKpJBEK+qhcuoCUiHPt1jXu/OMnKJpNPBEg4Asyt/rIikp+KY7geKytFCjn8/TbXZY20qxXymQzcWonNQzbZmOlSqmwhiv4MA2dVmeIFJVQTJXta+s0mm1U1UYI+mk02iwUm4niEvY5lCsrmKqO6EUIJETS5Rw+v48bV65y8OApr9y+RuP0GMEVCUkBjvfa+Ajh8/kIBSOE0xLV9Qq1k1MCAZd+t858Bg8e3cO0BBJpAS8Ee8c1HnzW5/GzDj/+8Y+onbcpbG8za/aJJ+LIqNRbMqvlCo3TJsWVGJFYjExyidPDI/L5JMMZnJ1P+aM//0++mgD9y//sLz588d2b1GdT/MEIprjg6sVVekODQWeGPjPY2qnQaizwiyF8Pj/d6ZRCIUqxmCdTsPDFPAxF4Nt/cIHGqY4vEKG6mmfc7VPKFIjFU/g8P4WVDIP+hG5/SDydwh9Lcef+HQJinNFQJhmVqOTL9AdD/H6dNz+4iOf6UBo6hgGt0xE+5cusXzqeoJQNEPZHmdkyN65soatzMrk46bSP5sEU24qgyk3iWcilYmxev8pCValWC9S/aJDIxwlEQ4RDApgmE1XG78aZDNqEg1EcxWRqiCwWFvFYHCGoEzBFYmKQbDrCYKJz1FgQDsUplJOslENIUoj33/sm8/GYW7deYe/kmLNTFUMRKa+USGTSKDMVTwwwMwz6kwWFZJjKxSKj5hjdC3B29IzV5Yss5j3OWg0c1UEIBKk3O+SXQ7gEGU5muKJLTJBIpFdIFnKE0yEkMUz9fMx8Ouf22zfJLYV58uycL379KYuJQTofQ9E6eI7O6fMG57UmuxdW2VzNcPHFS9y985znj59zcHJI0AgTseNklrIUcilySxGe3TslSJjnhwfc/uZtEkmHWNwiEIpgOyLhUJLhYMxbX3+F58/3GA5kvvW1Nzk/7tM4H+MJQQ4OexwcDmmeN1E0m8u3rrK8usps2qHe6rGUyjBtzemfDQgIBu3zHiFhSECyUOc9lreyyI6IoZv0elO6IxlFttg/O+bGWy8TSEbwdIV4OIqlWcSzHmZUwzRNQlKSBw+eIAQDBH1+Hj87IxxLoc8VxIDFn/1Hf0pqrcrPf34fvzCnWsrgBUHwR9g7OOfWazeYK1MW4xGRdIpEOs3RYYvuyOHwwSlRv0AylubkrE48EOb8yQmm62M6mHFl9yadWgtVdbFMF2Nu4sZFtncvcO/OHoPukKiUIxxL4poCjx4/4fJLu3g+lVIpTTDqw++AuTDxuQKebaINpkwmGsGwRD4TRZ2P2blapljMM19MOTmsIzoQCAU52KshWy7qRObFV64yWWgsFasMhy0Im2QzGWajMenMEs1ah0K5TCmbAkekMxxSzi4RlUKYlkPBn+DscMzll5fYXN3ik49+i6P5SIXi+IQQgYzIhVKeRDhEIO5S2kxSOx2j6y71kxYJSUJXFXTZIb7k5/s/+Y+/mgD9n/6bv/hw3p2yur7BotklHk9z9HREKSEhJASKpQpH50081eD1d3YJxiPUzzrItp9ecwJ+g/Xda5yf1Dl83iYUiuGqHvVGA9sXxDNB8EKYhsyTT/e5cukyuWQMy9Rx9DbpUITufIpoQn+s8vxhDQQbR3VBC1DKFPnd3UesbZfIZRNMR3PEaBBLF5nqKoXNDO3+BG2os3Ztk2l7wNlBj6svX2IxmhAUYoQCKXx+kaVMjGZjwGzhkMhEMAMaa+tFmgddKusbxCNhHp4dkEymqFYizBQBw7HRFwaRcIJqYZN6r8X1l67y2afHfO3t1yiv57lw9SIPP3nESqWEoluY2oT9p4fUzqbsPz5GGYxY3c5QO57hehYzxcIfiuMGDMqrVTTAF/Dx7nffotOsEYukWFvJIsayyJpCPp3n4YMOlm6gjTQES8AX8BNOBEnkisjiAtEwiZgauc1VeufnXNndxQmGOX66z5UXL/Dq7ddptBvY8oROf0zIS3L5hQ3eevdlIrEs/kCMs16XTD5Eoz4kLWW59MoqohRE646YGyqTnsqNVy/x0pvXicdsBM/GkH1ES+toizGN0w7DVoONlVUsY8TV6zepbKzwy88f0TzroYsu60tlpFyE/mRGcXmFdC5Oo1ZnNurz7nu3WS7GSRSTiMEMF3ZzyKZBpbrB4X4X1wnz9gev8bd/c4+1TJK5PCBfKlBZKbHotnnjzUt8cecZpwc9sqUEV29dwnIhEk+RjmUpFGKcPG4S8ILYmkFpvYzo+okHXHyCTTxT5J/+/ndYgwUhwSWQiDMaTti8tE6pUKTbmxP3BIqFCuliHH2iUsjk0TSBi9fLCH6dr3/3RQbDPn5bYKTqXHinxLihk46HWd8oUK93uf7yCpduFOjOmqiLIE+eP8NAwO/YLHSTcHSCYU1Jx1Ocn5wjzzRkxfuyfyIUZjxRWMgLHNfFdIPMZwqSFOK8o5LJFlm7uEGnPyKTCnL5ymW6QxnbmIFiESsmeOG1l7n/6TN6wz5bG0WMuUkoGCAcTdJrDNm+doFPP77P5m6VsWIRCEYIiC6pVAhX1wiFI6xuLtMbdEmgY2gWCCKKY3PpdgUppyNPmqwJfn5994jh2Ry/EKZQTVOpbDK2epgkubq1RTKfwu+JvPujr+gR6f/8y//2Q9O2cYwJrGbZXFmhfdZCVXWkdIph54x8uoDtzLF0HSnqJxr0cX1zg2I5TLqY4tb2RR49OoIgqKrD1FDIRMpEgybhuJ90IY/gasRyMc7HQ072ThGDfhaKj2BIwPNsfOEQhfIKYsjkrNYjU12lP+jTqHXYuLBOMm1hWg6WK2CIEfyEWF5LMz2boWseS+kA09EE2Q7hhkVOmg2mlo4rioSTfuKJJfYeHyGkbCrFCLKuMpst2N8/ZOfyLpa1YHPrCrlYgnl7Sm5llYWmsbkaYzKXsW0DV7cor+/w5O4X3P7ua9z96DOOz444PjqmsJJnZXOdXrOGMRlCIM6t29e5cH2ZdDpEKu4wlwf4xSiyYiCKBuP+mFIpQb+jIE81Pv34AbPeHB+wsrbOb//hEyYLh0ymwGDWQRJc9ECUhWUTwYciO5zUzvA0qKyvEEwnefbFCbu72wSkAAu5SyElsvfwiL0HNcSgH8cSSEopzoZ9FhMTW9U4rvVo9WusbJRJx4I0W6eEEh7JYJLDO/t0lAF4DmsXq0x7Gkf7D7GNED5L5sbNHY4eHtBtjFAEh1g0xfLaFp/86i46AkfPjzk/PuYnf/QD5sMx8WyUbHEJpdtjPp1jI6CPFcSQH13XEF2PWddk0GrwdH/AerWCtpARgn5M48vf8XK1yseffMHlW0Xidpylco7xYEZQEhCCHoVSlqVIkMFxm1g4jD0b4mg6v/zFPb77429weNwgnkmzvbLKQpA5ONojvRRHs0SKK3m6jS6aLwR+ldW1dfbvNzht9hAdD8HncX7eRB+ZZIpLnNQazBYqN27EGTR1nj6qg+Nn64UVGsc9ut053/v9txlNF/z6Vw+59foKhaKAX5sQTYkkMzlKhTwuI4yxR7mYY9SaghcjmUyh2RrrOyWyqQyDWotoJMBi2ufSxTRL+TCOLZLOpYnHkriWjM806LQaWIqLbXh0z1vI0wWxlEhqOYs81lBnYwzTIJVI0GoMcZ0F4YBEubqKXzCZtNtkslEWownJVBzDXJBOpZm3pygqFJcS3P34IUEpyNnTPt1hl0qxxKA1ZdLsY05cIvEAPcXC9amsXC6RW4nz6a+eMB7PUZtziqUkstqguFrGFAK88/5Pv5oA/e//4j//cOTamFaEqLNAGw0IBSIMDY2LJR+BuMDB3hm+cJxhX0Gd+/DZDo8e7nP7lR0+/8XHIIiIgsds3qOULLKcTRBPCORyKWYLHQuT2URGEqMosk40E8V2RfKRMH0V5nMNSzc5abXQxx7reYl8Lomiz1m9VKRQjTKtW5w873H5peu0z+qs7SbAD7IYQx6rzH0euWiK0sUS54/OSeeW0AZDXn3zFvee9FA7Ayxc5l2PFFEMRWZ9dxtJyhLzhej3x4zaOs3nT1haDeAPOaD6cCwBfySEMjfQ5hq2MyUcdrEnJ2zevEQ8V6TZ0pD7I6RgBE1V2TtdEBJFNtZdnt7vM2z2mBgh4p6AbcjYjoUgwqWrF8hWV1AtlaSUQ52P+fp7t4iI8Lu7z1jIA269tEq71saPwI3bt9j79Dk//JfvMFcWbG5cptc8x7YWeD6NWW+G5UXQXI2pYnHvo2eobpBJTyEYjrCxu0MwKqLLYVKhBd/85iuM2lME0eaP/+Uf8ou//hWKzyEaSLBavsD9Ox+RX07x8jtvIA8m7D9soswMlioFPBVeeP0SR7URbiBCeyKTlCKUyiJ/8zefEEoHcS0fJkFevXYRF5fUSoRyIYsUEhmfzzjujzAxKZbjbF4sI4gWd39boz0dsXu9wKTlMJmNCIhBNNPAsCz297r0pgqhSADRieL5XWSzS681wBcJ4apxpsMer7/3GsVqmXA5wu9+fkxH1fjG6y+jT0YoukwgbOOZQ8KeR0wIc/HGLfTWlLNBk3A0jLlQ8CeDXN7e5uD4lFw6TqGSJJAOsryeoDNe4JgWo9mMUDyA30jTmMosZZIMJh0yZZtiLE63PsOyDZbyPgTHo98aUBuo7NcXLKZBzu91GU5HTPo6+WyQVltl5+oFDh8dUmsN8LsWjuLhtwU6kznKYkA8kcbULQzNJSFBr71AMSGai+ITBMZjA0U3KZUzBKQ8E2NKOVtm1F2gTHVC8TDJhB9N1bEcjdF4TmmtSjmW5WC/juN3CPij6I4fW9Op18dM+hqtvoznt7EcuPTCLgf7HQqrWXJZCddnY2o68XIefyjIo8MG+XQOKQLt0w61xpDlYp5IyI/muIhhCEh5dM1BkDu888P/4KsJ0P/uf/ivP9RNl5VyEXUyxbCBSJDpaIxgBpibIqlEgtW1FQQsdEPH73r8mz//BnvHNWJelKVikni5wry9oNebsZSIoTomHVVDGxposovomvgSMWxHZzSfoFgeYb9HIZ0kl48TjcWYmyrRkIM/ICHlEoyGEzLpHPOxwlHfIJ2WqK7EODoesLKcwrN8mNacfDrLsKcwGw8w5AVTLHyWjeX4qR+dYWkuUiJO2POzuhLnW//qXT7+5DFXLm4wVxQImXz2uEY8HsYXEJH8SRK5DAEvwNKKxMUrG5yfyuiuis/QCHsCysJPb6ygaxaZeJHhYsFsqCElJIYLC9PRae61cdwZrpBGVUa4QpSp4hDPFfBh4wZszHaTUlbA5+kYip/ZoIVqWoTjIYqVNONxG2UCk24ffArf/skbjMYWjjmjdnpAxDDZurpNOVuhUZeZ9eYM232i0RBr5SU2rm2QK+ZYvbzB0f099r64z/rlDJGoy9rVrzMYdikWMrjCCF9Ix5yaaFONqWZwcjTEVA2M7pBwzCVTreAGHZRWl0VAIOr6mDdnZMMij548ZDGQkRc+qssFyrkVhvKQXDaB68mIhAgFYgwHZyxGHkpgzsr2JuZc4/n9c5q1HkcnMpvX84QsG8sW2LyYwJcIkFtKEgmH+e7vv4vp2IhBi3ysRO30nOXSEqFgmMmky3KxyHG9yWwks1usMhnM0GUTyx8C3WasLFAXFkEpxsO9Ojdu3uDoQMEIaBzdfYbmOSSEIOpIIbdcpr/fp91p4YY8bNWHO1+wfqFK2g0hxWIMeyMkKUA1VeLaq5c4OzhEXmikkz7CQgDL5zLrQa7iZ33jOhtXt6ifdLj1wiaiEeT6a6+w/+SEWnvC+vb/386d9DZyp3cc/1axyKriUtwXURK1tFrdUi+Se5uxMG534plM4sAeTHLxJIcB/A7yBgIHyDXHnHIIklMSDDJBgCyAAc8g47Ed292jttZWa5dIiuJeZBVZLJKVS95AiACBkf/nFTyn7+mHJ49leYRysxRfnRCcNrizPkd/7NFxbPpuj2Q2TtfskZ1J4vrGXFdH9Ps+Qok4kWiYRqnN2B0TUBQSaQ3L7NCotoiENFrNKo40oofNUiHByeE1iXiMkSQRj0YxGw0GQxvLcbGsLmbTJOoHWXXIpHUW5hZp9op0TZOzoybDgUUg4scdjzgsVmlcm9xcuUEwdYNu94qpmMpMaoH6cMQ7777D7EwOyXEJpg2cIfhUlaFpo8cjBNQxT9/98NsZ0H/7m7/86I070yhODV0Jko4nqLbKBDwDTQ8Qj+gwakHfRotE8TyXznjAxUEdu9Mnkp+mVe9xdV3h4aN5VtdX2S2WuV2IwqCNi0elUiEYHnF51STo6ei6j9lpg6E6ZmCO0GNRvH6XgBLidl5DCTu4/S7pXIx4XOLXL8/odWVaHZvD/SKO5yNTCNG0esxMz7C1+Zqg0mfx1gI10yarGwQDKoXlLIs30xR39oklwrz342ecXZ/xmy/3UTyPRsOi2+wSCsoszRWYmZvh6vyc5EIeKaEj+QIcvKwwtHuEAx7xuWkCIR/p5Tz2ENzxgKbpMJYdopEYUkDCSOvY4ybfebLMbD7KjTu38GSbfsfGQeLO+iyOM0RrtwipGhfFJnokgmv5KV7WeLyxzsefPCc7kySTmwfX5uqkwdMPfh+frFIvHbK3WeTuQoFILsI4HiKdinNVu2Lje7dZuJHhztoq/n6N9qCH4g4YNM+4ODkhmEjTaPQoFxvcf/oOn/7LP3P+6phCPsfRyRkN6kiaRSicJBNTCWs+1HiUeHREMuVQuWiTiGVp210W8waWaSLLDrXOgNlbORxNAqLkkx7haQWGPtzWkJXbaTRZ5dcvt5ifXWbzi9cMRxrdloV/NGJ1Jcqd2ytYTpPSeY/AIEgsFcNq9lleLFA8OKdSbFEr73B0XmHYu+Jod5fv/8Eztj47IZ7XSYem2N69IKTrePTQ02HOTirsbFXRvT52f8jde/PUri/o1U1C/734sAYmMUNj5Ejc2fguW88PyK7kUXSIR0IUG03MhkYwItO1PeazftrDIYeb2zx+9jb5KY2L0iWly0uMYJypqSh9T8LpB3EsBUUZ8/6P3udff/4Ljjdf0Gl26UgB1EiY082vyd0LM5dbxWwX0WSonNVRkgHKx0VUn8ODVYNm0Ue9ZTIYDlFkhU7N4bo8QFNVPHps7rxmaS7J0DOh7yMYVpnKp7kut+l2ewQ1P5bVY9gf4dowNZvAF/LotHrI4xFjL4BZt7AG4PkklEAAI2nw8Ic/4PjL1+CpHJ9fMpWZQvIZPHq6zPH2BclMnoOtY2KJIJmsn6tam75bY2n1Pkl/gpPTS0JqDKfb5d9/9gmNbo/+eMjKSgGdEHt72/zW2+u0Khc8fe9bOmP62d/91UeL+Rl2T8ss3cgQmYnQbNmEvAG65mMc7IMa4uDYZtDrgKszn1Gx3QaGoRFKBknNRPBJAY73S9Rrdc7LbQaWxYN3v8f2pzvM3dCRvDFhzWBuTUFWZILBKN1yn1gqzPL6LK43wmq26bkyET1Ho27x8O4KjGT6jSaRaIB6w0Q3FJZWI7Qvr6iVTaJhhURWwh9OsbN5iueTCUT8dGotQiEZn9kjuRBk7eEi5xc2BydNVEljKhsna0SJRnQuThu0zTHH52esvTFHJqJSO64R8JeodCTKpSqe7fJ8cxcZDbthk0/lsJotkrrBUJXY2ysxbNtgSWiywuq9VcK6w/72BSe7Rb67XqBYNmnULwkFY5SqJmvryxjpJNFIhP3DEqY7ptbqkjUizGYivNjcY3Z2kVg8yumLLeyGyWHRpXptUrhpYLZHjHsScqfFq5MG09lpji7PaZwfc3RWYn4+w/FxkYOjOhvPHhOmh+Tz0RvqHGxu8/bTxzCSODs9peW0GfQ9wpqBadYZVHvIPoc37s5SmHsTRQ7gU5N0aw4LC3Fa1Tp+PcjpaZXQ1BSaTyYV8iNLfZLz0wxci2Q2gCKD01PIzCbY2jxGVj1Gqo+hVCdbUKm3+3jDEDWrTTSosHK/QLVeQ88GqZ5eM/b8DAZ9wlMJJHlAOh6m39YJGTGcbgvX0WiUG5w26sRTOoYeZHZ2mrW78wxGkEsZNNt1UlmZZsOh17YZqX5cTeKsWMGIRTk+u2bxzi2uL65Jz8e43KvSOLtibm0eI2iQzPhx+yMePV6l3QnQOi8RjoToOR5KyGZqOsThfp2+6xDKxAj4JDrFOi82i0RyQWLpGN98tYWcngN3BJ5M6+wMLa4xsAPsH59xXbO5uTSF5EmM3Q716jUP33ybmL/A9u4LcrkEfs1HKJWlj8Ot1Tyl6hWdnouuGBRLbVQ9iCYF6LSbVNsd0rkpGmadQb9PUIshqy4B1U/t0uT89QWpVJqBC0E9SKvTwx0PSKSiOIM2ymDE/ZvL7B1u03PGvDq74tkPH9Cq2Oz86jlL6wX2Xr7mwe+tUVjM0zlrY+gGf/pnf47dNtnces1VvYIRV/jpH/+EX/zHJnPzeWLRMJ7VpVY94g//6AN2N/fQg0E2fvdb+s7un/7hLz4qNctkEzoBoNG8pl32YbpDfKEIgUiUkOLHs4b07DaWM8YaeQz7ClooQSKV5stfbqHKEIlpfLb5ivx8hEwiTb/aolKtkcnPcXlq84ONhzTrLWZTURYKS2y/PMGnRdl+/g1yz2JqKs1Qctk/OGfQG1G1LPyagRr3MbT7LExPMZMwyGWzhKIx5JCO6irY1zauaXHzdpbVlQiJqMbC6g2++OSA01KT4cCHnkyRmZ9D849wO02suslFzebssooaGBOJ6RihALJPIbF4i6PzC0pHIxSpR1hVaDcs3v/gt1lZu8s//vxjBs6YTD5F03FwzCHxaAhzMGB/e5+ffvgT9re+otSoY2QD3Fmbpdi6Ymh7PFnf4OBgl0I6w3jQJhI2+fxFhbUHt2g3bfBcrq/LSJoPyVNZnp/m88826Y89kBUqtRbzN9PIUpBup0s0pnPz5m0arTaxTJS+ZXNv7T6yqjDyQPVruJ5Mz1HojiU2tw+xbQXHcShWTB699QBvcE08kWJoOTRbkI7kSWSinOw0ebF/zPllg+44wHgEX+48p9kaEc8EQXGpNQb4JZWRJDEVy2FkYujhMHsf71KvdGl1BhTm0nzy8ac8e+8pvlGdZtXmyZObNFpDwr4UXafJwHKIhHIcHV9hqR6GL4xpy1yeFxm7NtFkHLPZpFp0SOUMGnWXjTcfM7uUxKcFsJ0x8YCC2XVotj26fRMF2Pz6G7LZFN2xxJtvv8VBsUynbfJ44x6FuWmSmQxJw0/9skzAGdOyxjx66w47+1WUgcVVucK91Vt0WnWqVpu2eUa367D6eI0vf/kV1UabgJui3egSCoKuhtD1GJ2ezcP7UTKGxuH+Ob/zo+9z8GKfk2KZ4lUTNTmN4w4pHXZ5srHAy6+OaNtj7m3MkF/KcXXZI5VIUzo8YizpxLMJvvjVDoUbEZr1Hq+2L8jFoth1k/Xv3KKwkMRudBmMxzTNDoWFGfZf7jPseowUH+m5LMlElFAiwsrcMq12m2gigCQrFC+v6PVtplIpOpUilase1Y7N6+1tZDmIX/Fj6D4Odg+x6h367pAnbz4ikjRgKFM6LjJ7I0z5ssar3zznP58f4Mo90jMy8eAUf/vXf088GmfQbGG1muwdltG0PF9/vkPVNKldlPnxh3/yPw6o5Hne/34RBUEQ/h+Q/68PEARB+LYSARUEQZiQCKggCMKEREAFQRAmJAIqCIIwIRFQQRCECYmACoIgTEgEVBAEYUIioIIgCBMSARUEQZiQCKggCMKEREAFQRAmJAIqCIIwIRFQQRCECYmACoIgTEgEVBAEYUIioIIgCBMSARUEQZiQCKggCMKEREAFQRAmJAIqCIIwIRFQQRCECYmACoIgTOi/ALCbuP1pIn5jAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x252159f5668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "src=cv2.imread('haze_img/9.jpg')\n",
    "plt.title('src')\n",
    "plt.axis('off')\n",
    "plt.imshow(src[:,:,::-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 213,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x252157639e8>"
      ]
     },
     "execution_count": 213,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x252155a4b70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def compute_dark_channel(img,patch_size=15):\n",
    "    h,w=img.shape[:2]\n",
    "    b, g, r = cv2.split(img)\n",
    "    bgr_min_img = cv2.min(cv2.min(b, g), r)\n",
    "    kernel = cv2.getStructuringElement(cv2.MORPH_RECT, (patch_size,patch_size))\n",
    "    dark_channel_img = cv2.erode(bgr_min_img, kernel)\n",
    "    return dark_channel_img\n",
    "\n",
    "dark_channel_img=compute_dark_channel(src,patch_size=15)\n",
    "plt.title('dark_channel_img')\n",
    "plt.axis('off')\n",
    "plt.imshow(dark_channel_img,cmap='gray')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## compute atmosphere\n",
    "We first pick the top 0.1% brightest pixels in the dark channel. Among these pixels, the pixels with highest intensity in the input image I is selected as the atmospheric light"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 214,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[255. 252. 249.]\n"
     ]
    }
   ],
   "source": [
    "def compute_atmosphere_light(img,dark_channel_img):\n",
    "    h,w=dark_channel_img.shape[:2]\n",
    "    num_of_candiate=int(0.001*h*w)\n",
    "    dark_channel=dark_channel_img.reshape(-1,1)[:,0]\n",
    "    arg_sorted=np.argsort(dark_channel)[::-1]\n",
    "    img=img.astype(np.float32)\n",
    "    atmosphere_light=np.zeros((3,))\n",
    "    for i in range(num_of_candiate):\n",
    "        index=arg_sorted[i]\n",
    "        row_index=index//w\n",
    "        col_index=index%w\n",
    "        for c in range(3):\n",
    "            atmosphere_light[c]=max(atmosphere_light[c],img[row_index,col_index][c])\n",
    "    return atmosphere_light\n",
    "\n",
    "atmosphere_light=compute_atmosphere_light(src,dark_channel_img)\n",
    "print(atmosphere_light)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Estimate the Transmission and Soft Matting\n",
    "$$\n",
    "t(x)=1-\\omega min_c(min_{y\\in\\Omega(x)} \\frac{I^c(y)}{A^c})\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "metadata": {},
   "outputs": [],
   "source": [
    "def guied_filter(I,P,radius,epsilon):\n",
    "    window_size=2*radius+1\n",
    "    meanI=cv2.blur(I,(window_size,window_size))\n",
    "    meanP=cv2.blur(P,(window_size,window_size))\n",
    "    II=I**2\n",
    "    IP=I*P\n",
    "    corrI=cv2.blur(II,(window_size,window_size))\n",
    "    corrIP=cv2.blur(IP,(window_size,window_size))\n",
    "    varI=corrI-meanI**2\n",
    "    covIP=corrIP-meanI*meanP\n",
    "    a=covIP/(varI+epsilon)\n",
    "    b=meanP-a*meanI\n",
    "    meanA=cv2.blur(a,(window_size,window_size))\n",
    "    meanB=cv2.blur(b,(window_size,window_size))\n",
    "    transmission_rate=meanA*I+meanB\n",
    "    return transmission_rate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "metadata": {},
   "outputs": [],
   "source": [
    "def compute_transmission_rate(img,atmosphere_light_max,dark_channel_img,omega=0.95,guided_filter_radius=50,epsilon=0.0001):\n",
    "    h,w=img.shape[:2]\n",
    "    img_gray=cv2.cvtColor(img,cv2.COLOR_BGR2GRAY)\n",
    "    zero_mat=np.zeros((h,w))\n",
    "    transmition_rate_est=cv2.max(zero_mat,np.ones_like(zero_mat)-omega*dark_channel_img/atmosphere_light_max)\n",
    "    #transmission_rate = guied_filter(img_gray,transmition_rate_est, guided_filter_radius, epsilon)\n",
    "    transmission_rate=cv2.ximgproc.guidedFilter(img_gray.astype(np.float32),transmition_rate_est.astype(np.float32),guided_filter_radius,epsilon)\n",
    "    return transmission_rate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x25215cefb70>"
      ]
     },
     "execution_count": 217,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2521362c550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "transmission_rate=compute_transmission_rate(src,np.max(atmosphere_light),dark_channel_img)\n",
    "plt.title('transmission_rate')\n",
    "plt.axis('off')\n",
    "plt.imshow(transmission_rate,cmap='gray')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Recovering the Scene Radiance\n",
    "$$\n",
    "J(x)=\\frac{I(x)-A}{max(t(x),t_0)}+A\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 218,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x25215d4f2e8>"
      ]
     },
     "execution_count": 218,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2521572be48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "min_transmission=0.1\n",
    "transmission_rate[transmission_rate<min_transmission]=min_transmission\n",
    "dehaze_img=np.zeros_like(src,dtype=np.uint8)\n",
    "for c in range(3):\n",
    "    dehaze_img[:,:,c]=(src[:,:,c]-atmosphere_light[c])/transmission_rate+atmosphere_light[c]\n",
    "dehaze_img[dehaze_img>255]=255\n",
    "dehaze_img[dehaze_img<0]=0\n",
    "plt.title('dehaze')\n",
    "plt.axis('off')\n",
    "plt.imshow(dehaze_img[:,:,::-1])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Reference\n",
    "[1] He K, Sun J, Tang X. Single image haze removal using dark channel prior[C]// Computer Vision and Pattern Recognition, 2009. CVPR 2009. IEEE Conference on. IEEE, 2009:1956-1963.  \n",
    "[2] He K, Sun J, Tang X. Guided Image Filtering[M]// Computer Vision – ECCV 2010. Springer Berlin Heidelberg, 2010:1397-1409."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
